Pore functioning of outer membrane protein PhoE of Escherichia coli: mutagenesis of the constriction loop L3

Each monomer of the trimeric outer membrane porin PhoE of Escherichia coli consists of a 16-stranded beta-barrel with short turns at the periplasmic side and large loops at the cell surface. One of these loops, L3, is folded inside the beta-barrel and forms a constriction within the channel. Therefore, it is assumed to play an important role in the permeability properties of this general diffusion pore. Several site-directed mutations were introduced in loop L3 to investigate its function. The loop L3 contains a short alpha-helix and, at the tip of the loop, a highly conserved PEFGG sequence. The alpha-helix was deleted and the two glycines in the PEFGG sequence were either replaced by alanines or deleted. A serine residue, supposed to play an indirect role in the anion selectivity of the pore, was removed. The mutant porins were analysed both in vitro and in vivo. The results suggest that flexibility of the third loop is important for solute passage and that this flexibility is determined by the two glycine residues in the PEFGG sequence. Furthermore, the alpha-helix is probably important for the folding of the protein. The supposed involvement of Ser115 (Ser121A in OmpF nomenclature) in anion selectivity was confirmed.      

L3 loop-mediated mechanisms of pore closing in porin: a molecular dynamics perturbation approach

L3 loop-mediated mechanisms for pore closing in porin are investigatedwith molecular dynamics simulation, using an approach that canbe related to the phenomenon of voltage gating. Voltage gatingis seen as a perturbation of the electrostatic screening insidethe porin pore where, by the influence of the potential gradient,water and counter-ion distribution can be slightly displacedfrom their equilibrium distribution. This is simulated by perturbingthe screening electrostatics of ionizable groups inside thepore. Under these conditions, a localized conformational changetakes place, involving 12 (Ile102–Alall3) out of the 44residues of the loop. The pore is reduced to a sixth of itsopen state size. The conformational change can be achieved witha small perturbation and it is reversible once the perturbationis switched off (relaxation process). Other types of behaviourpredominating at higher simulation temperatures are found forthe loop, involving an extra conformational change in the Thr92–Asp96loop segment. This conformational change completely closes thepore, but is not reversible under the simulation conditions.Both zones involved in the conformational changes contain oroverlap the zones which were described previously, using othertechniques, to be the most flexible zones of the loop.     

Effects of engineered salt bridges on the stability of subtilisin BPN'

Variants designed using PROTEUS have been produced in an attemptto engineer stabilizing salt bridges into subtilisin BPN'. Allthe mutants constructed by site-directed mutagenesis were secretedby Bacillus subtillus, except L75K. Q19E, expressed as a singlevariant and also in a double variant, Q19E/Q271E, appears toform a stabilizing salt bridge based on X-ray crystal structuredetermination and differential scanning calorimeter measurements.Although the double mutant was found to be less thermodynamicallystable than the wild-type, it did exhibit an autolytic stabilityabout two fold greater under hydrophobic conditions. Four variants,A98K, S89E, V26R and L235R, were found to be nearly identicalto wild-type in thermal stability, indicative of stable structureswithout evidence of salt bridge formation. Variants Q271E, V51Kand T164R led to structures that resulted in varying degreesof thermodynamic and autolytic instability. A computer-modelinganalysis of the PROTEUS predictions reveals that the low percentageof salt bridge formation is probably due to an overly simplisticelectrostatic model, which does not account for the geometryof the pairwise interactions.     

A set of multicolored Photinus pyralis luciferase mutants for in vivo bioluminescence applications

Error-prone PCR was used to isolate Photinus pyralis luciferase mutants producing bright light in the red-orange region of the spectrum. All mutations were clustered in the beta5-alpha10-beta6 region of N-terminal subdomain B and appear to affect bioluminescence color by modulating the position of the Ser314-Leu319 mobile loop with respect to the putative active site. Two red variants (Q283R and S284G) and one orange mutant (S293P) contained a single substitution. Although the remaining orange variant contained two mutations, L287I mainly contributed to the color change. Emission spectra collected on whole cells at pH 7.0 revealed that while a single peak of lambdamax approximately 605 nm accounts for red light production by the Q283R and S284G variants, orange light results from the contribution of two peaks of lambdamax approximately 560 and 600 nm. All spectra underwent a red-shift when cells were assayed under acidic conditions, whereas a blue-shift was observed at pH 8.0, indicating that the internal pH of Escherichia coli is close to the external pH shortly after imposition of acid or alkaline stress. In addition, changes in assay pH led to bimodal emission spectra, lending support to the idea that bioluminescence color is determined by the relative contribution of yellow-green and red-orange peaks. The set of multicolored luciferase mutants described here may prove useful for a variety of applications including biosensing, pH monitoring, and tissue and animal imaging.     

Role of Conserved Residues and F322 in the Extracellular Vestibule of the Rat P2X7 Receptor in Its Expression,Function and Dye Uptake Ability

Activation of the P2X7 receptor results in the opening of a large pore that plays a role in immune responses, apoptosis, and many other physiological and pathological processes. Here, we investigated the role of conserved and unique residues in the extracellular vestibule connecting the agonist-binding domain with the transmembrane domain of rat P2X7 receptor. We found that all residues that are conserved among the P2X receptor subtypes respond to alanine mutagenesis with an inhibition (Y51, Q52, and G323) or a significant decrease (K49, G326, K327, and F328) of 2′,3′-O-(benzoyl-4-benzoyl)-ATP (BzATP)-induced current and permeability to ethidium bromide, while the nonconserved residue (F322), which is also present in P2X4 receptor, responds with a 10-fold higher sensitivity to BzATP, much slower deactivation kinetics, and a higher propensity to form the large dye-permeable pore. We examined the membrane expression of conserved mutants and found that Y51, Q52, G323, and F328 play a role in the trafficking of the receptor to the plasma membrane, while K49 controls receptor responsiveness to agonists. Finally, we studied the importance of the physicochemical properties of these residues and observed that the K49R, F322Y, F322W, and F322L mutants significantly reversed the receptor function, indicating that positively charged and large hydrophobic residues are important at positions 49 and 322, respectively. These results show that clusters of conserved residues above the transmembrane domain 1 (K49–Y51–Q52) and transmembrane domain 2 (G326–K327–F328) are important for receptor structure, membrane expression, and channel gating and that the nonconserved residue (F322) at the top of the extracellular vestibule is involved in hydrophobic inter-subunit interaction which stabilizes the closed state of the P2X7 receptor channel.     

Changes in activity of porcine phospholipase A2 brought about by charge engineering of a major structural element to alter stability

We have modified the stability of porcine phospholipase A₂ bycharge engineering. The mutations are situated at the N-terminalof a major helix and are N89D and N89D/E92Q. This engineeringhas significantly altered the activity of the enzyme to aggregatedand monomeric substrates. A N89D/E92K mutant is more stablebut considerably less active than wild type. An N89D mutantis more stable and of similar activity to wild type. The substantialchange in activity may be due to direct interaction of residue92 with aggregated substrate or may be via second calcium binding.Second calcium binding may be more probable as activity againstmonomers is also affected. Additional calcium binding may thereforebe an important way of manipulating the activity of phospholipaseA₂.     

A glutamine 67--> histidine mutation in homotetrameric R67 dihydrofolate reductase results in four mutations per single active site pore and causes substantial substrate and cofactor inhibition

R67 dihydrofolate reductase (DHFR) is a type II DHFR produced by bacteria as a resistance mechanism to increasing clinical use of the antibacterial drug trimethoprim. Type II DHFRs are not homologous in either sequence or structure with chromosomal DHFRs. The crystal structure of R67 DHFR shows a single active site pore that spans the length of the homotetramer. Related sites (due to a 222 symmetry element at the center of the pore) are used to bind ligands, i.e. each half of the pore can accommodate either the substrate, dihydrofolate (DHF), or the cofactor, NADPH, although DHF and NADPH are bound differently. To evaluate the role of glutamine 67 (and its symmetry- related Q167, Q267 and Q367 residues which occur at the center of the active site pore), a Q67H mutation was constructed. Binary binding of dihydrofolate (DHF; monitored by isothermal titration calorimetry) displays two identical sites with a Kd value of 0.04 microM, while binding of NADPH shows two sites possessing negative cooperativity with Kd values of 0.027 and 0.62 microM. A comparison of ligand binding in Q67H versus wild-type (wt) R67 DHFR indicates both ligands bind more tightly (80-6000-fold) and DHF binding in Q67H R67 DHFR no longer displays positive cooperativity as seen in wt R67 DHFR. Ternary complex binding in the Q67H mutant indicates a total of two ligands can bind per pore. Substantial substrate and cofactor inhibition are observed during catalysis, consistent with non-productive binding of either two DHF or two NADPH molecules in Q67H R67 DHFR. Because of the symmetry- related binding sites in the active site pore, the accumulation of potentially positive mutations in R67 DHFR is limited by the balance between tighter binding of ligands (and thus potentially increased catalytic efficiency) and inhibition that arises upon tighter binding of two identical ligands at symmetry-related sites.      

Reengineering immunoglobulin domain interactions by introduction of charged residues

The formation of the antibody variable domain binding unit (Fv) is the net result of three competing assembly reactions. The affinities of concurrent homologous interactions of heavy and light chain variable domains limits the heterologous interaction leading to productive formation of the Fv. To address the possible role of light chain dimerization in this phenomenon, the Gln38 residue at the dimer interface of an immunoglobulin light chain variable domain (VL) was replaced by charged amino acids. The effects of these mutations on VL homodimer formation were monitored by small-zone size exclusion HPLC and the affinities of interaction were determined by computer simulation. Reduced VL homodimerization was observed in three of the four mutants, Q38R, Q38D and Q38K. The association constants for the Q38R and Q38D homodimers were 1.2 x 10(4) and 3.2 x 10(3) M(-1), respectively. This corresponded to a 20-75-fold reduction in the homodimer association constant relative to the wild-type VL, which had an association constant of 2.4 x 10(5) M(-1). Surprisingly, the fourth charge mutant, Q38E, had a higher association constant than the wild- type VL. The potential for charged residues to facilitate heterodimeric assembly of immunoglobulin domains was also tested. Heterodimerization was observed between the Q38D and Q38R V(L)s, but with an association constant of 4.7 x 10(4) M(-1), approximately fivefold lower than that obtained for homodimerization of the native V(L). In addition, replacement of the neutral, solvent-accessible Gln38 residue with either Asp or Arg was found to be significantly destabilizing. These results suggest that charged residues could be introduced at immunoglobulin domain interfaces to guide heterodimer formation and to minimize unfavorable competing homologous associations. Nonetheless, these apparently simple modifications may also result in unintended consequences that are likely to depend upon structural features of particular variable domains.      

Integrative Study of the Structural and Dynamical Properties of a KirBac3.1 Mutant: Functional Implication of a Highly Conserved Tryptophan in the Transmembrane Domain

ATP-sensitive potassium (K-ATP) channels are ubiquitously expressed on the plasma membrane of cells in several organs, including the heart, pancreas, and brain, and they govern a wide range of physiological processes. In pancreatic β-cells, K-ATP channels composed of Kir6.2 and SUR1 play a key role in coupling blood glucose and insulin secretion. A tryptophan residue located at the cytosolic end of the transmembrane helix is highly conserved in eukaryote and prokaryote Kir channels. Any mutation on this amino acid causes a gain of function and neonatal diabetes mellitus. In this study, we have investigated the effect of mutation on this highly conserved residue on a KirBac channel (prokaryotic homolog of mammalian Kir6.2). We provide the crystal structure of the mutant KirBac3.1 W46R (equivalent to W68R in Kir6.2) and its conformational flexibility properties using HDX-MS. In addition, the detailed dynamical view of the mutant during the gating was investigated using the in silico method. Finally, functional assays have been performed. A comparison of important structural determinants for the gating mechanism between the wild type KirBac and the mutant W46R suggests interesting structural and dynamical clues and a mechanism of action of the mutation that leads to the gain of function.     

Tyrp1 Mutant Variants Associated with OCA3: Computational Characterization of Protein Stability and Ligand Binding

Oculocutaneous albinism type 3 (OCA3) is an autosomal recessive disorder caused by mutations in the TYRP1 gene. Tyrosinase-related protein 1 (Tyrp1) is involved in eumelanin synthesis, catalyzing the oxidation of 5,6-dihydroxyindole-2-carboxylic acid oxidase (DHICA) to 5,6-indolequinone-2-carboxylic acid (IQCA). Here, for the first time, four OCA3-causing mutations of Tyrp1, C30R, H215Y, D308N, and R326H, were investigated computationally to understand Tyrp1 protein stability and catalytic activity. Using the Tyrp1 crystal structure (PDB:5M8L), global mutagenesis was conducted to evaluate mutant protein stability. Consistent with the foldability parameter, C30R and H215Y should exhibit greater instability, and two other mutants, D308N and R326H, are expected to keep a native conformation. SDS-PAGE and Western blot analysis of the purified recombinant proteins confirmed that the foldability parameter correctly predicted the effect of mutations critical for protein stability. Further, the mutant variant structures were built and simulated for 100 ns to generate free energy landscapes and perform docking experiments. Free energy landscapes formed by Y362, N378, and T391 indicate that the binding clefts of C30R and H215Y mutants are larger than the wild-type Tyrp1. In docking simulations, the hydrogen bond and salt bridge interactions that stabilize DHICA in the active site remain similar among Tyrp1, D308N, and R326H. However, the strengths of these interactions and stability of the docked ligand may decrease proportionally to mutation severity due to the larger and less well-defined natures of the binding clefts in mutants. Mutational perturbations in mutants that are not unfolded may result in allosteric alterations to the active site, reducing the stability of protein-ligand interactions.     

Calorimetric study of mutant human lysozymes with partially introduced Ca2+ binding sites and its efficient refolding system from inclusion bodies

During the process of evolution, ancestral lysozymes evolved into calcium-binding lysozymes by acquiring three critical aspartate residues at positions 86, 91 and 92. To investigate the process of the acquisition of calcium-binding ability, two of the aspartates were partially introduced into human lysozyme at positions 86, 91 and 92. These mutants (HLQ86D, HLA92D and HLQ86D/D91Q/A92D), having two critical aspartates in calcium-binding sites, were expressed in Escherichia coli as non-active inclusion bodies. For the preparation of lysozyme samples, a refolding system using thioredoxin was established. This system allowed for effective refolding of wild-type and mutant lysozymes, and 100% of activity was recovered within 4 days. The calcium ion dependence of the melting temperature (Tm) of wild-type and mutant lysozymes was investigated by differential scanning calorimetry at pH 4.5. The Tm values of wild-type, HLQ86D and HLA92D mutants were not dependent on calcium ion concentration. However, the Tm of HLQ86D/D91Q/A92D was 4 degrees higher in the presence of 50 mM CaCl2 than in its absence, and the calcium-binding constant of this mutant was estimated to be 2.25(+/-0.25)x10(2) M(-1) at pH 4.5. Moreover, the calcium-binding ability of this mutant was confirmed by the result using Sephadex G-25 gel chromatography. These results indicate that it is indispensable to have at least two aspartates at positions 86 and 92 for acquisition of calcium-binding ability. The process of the acquisition of calcium-binding site during evolution of calcium-binding lysozyme is discussed.      

Effect of mutations on the dimer stability and the pH optimum of the human foamy virus protease

To explore the role of residues being close to the catalytic aspartates in the higher pH optimum and in the lower dimer stability of human foamy virus (HFV) protease (PR) in comparison with human immunodeficiency virus type 1 (HIV-1) protease, single (Q8R, H22L, S25T, T28D) and double (Q8R-T28D, H22L-T28D) mutants were created based on sequence alignments and on the molecular model of HFV PR. The wild-type and mutant enzymes were expressed in fusion with maltose binding protein in Escherichia coli and the fusion proteins were purified by affinity chromatography. Specificity constant of most mutants was lower, but the value of Q8R-T28D double mutant enzyme was higher than that of the wild-type HFV PR. Furthermore, urea denaturation at two pH values and pH optimum values showed an increased stability and pH optimum for most mutants. These results suggest that the mutated residues may not be responsible for the higher pH optimum of HFV PR, but they may contribute to the lower dimer stability as compared with that of HIV-1 PR.     

Fluorescent Biosensor for Detection of the R248Q Aggregation-Prone Mutant of p53

The p53 tumour suppressor and guardian of the genome undergoes missense mutations that lead to functional inactivation in 50 % of human cancers. These mutations occur mostly in the DNA-binding domain of the protein, and several of these result in conformational changes that lead to amyloid-like protein aggregation. Herein, we describe a fluorescent biosensor that reports on the R248Q mutant of p53 in vitro and in living cells, engineered through conjugation of an environmentally sensitive probe onto a peptide derived from the primary aggregation segment of p53. This biosensor was characterised both in vitro and by means of fluorescence microscopy following facilitated delivery into cultured cells. It is shown that this biosensor preferentially reports on the p53 R248Q mutant in the PC9 lung cancer cell line compared with other lung cancer cell lines harbouring either wild-type or no p53.     

Characterization of Temperature-Dependent Kinetics of Oculocutaneous Albinism-Causing Mutants of Tyrosinase

Human tyrosinase (Tyr) is a glycoenzyme that catalyzes the first and rate-limiting step in melanin production, and its gene (TYR) is mutated in many cases of oculocutaneous albinism type 1 (OCA1). The mechanisms by which individual mutations contribute to the diverse pigmentation phenotype in patients with OCA1 have only began to be examined and remain to be delineated. Here, we analyze the temperature-dependent kinetics of wild-type Tyr (WT) and two OCA1B mutant variants (R422Q and P406L) using Michaelis–Menten and Van’t Hoff analyses. Recombinant truncated human Tyr proteins (residues 19–469) were produced in the whole insect Trichoplusia Ni larvae. Proteins were purified by a combination of affinity and size-exclusion chromatography. The temperature dependence of diphenol oxidase protein activities and kinetic parameters were measured by dopachrome absorption. Using the same experimental conditions, computational simulations were performed to assess the temperature-dependent association of L-DOPA and Tyr. Our results revealed, for the first time, that the association of L-DOPA with R422Q and P406L followed by dopachrome formation is a complex reaction supported by enthalpy and entropy forces. We show that the WT has a higher turnover number as compared with both R422Q and P406L. Elucidating the kinetics and thermodynamics of mutant variants of Tyr in OCA1B helps to understand the mechanisms by which they lower Tyr catalytic activity and to discover novel therapies for patients.     

Sucrose transport through maltoporin mutants of Escherichia coli

Maltoporin (LamB) and sucrose porin (ScrY) reside in the bacterialouter membrane and facilitate the passive diffusion of maltodextrinsand sucrose, respectively. To gain further insight into thedeterminants of solute specificity, LamB mutants were designedto allow translocation of sucrose, which hardly translocatesthrough wild-type LamB. Three LamB mutants were studied. (a)Based on sequence and structure alignment of LamB with ScrY,two LamB triple mutants were generated (R109D, Y118D,D121F;R109N,Y118D,D121F) to mimic the ScrY constriction. The crystalstructure of the first of these mutants was determined to be3.2 Å and showed an increased ScrY-like cross-sectionexcept for D109 that protrudes into the channel. (b) Based onthis crystal structure a double mutant was generated by truncationof the two residues that obstruct the channel most in LamB (R109A,Y118A).Analysis of liposome swelling and in vivo sugar uptake demonstratedsubstantial sucrose permeation through all mutants with thedouble alanine mutant performing best. The triple mutants didnot show a well-defined binding site as indicated by sugar-inducedion current noise analysis, which can be explained by remainingsteric interference as deduced from the crystal structure. Binding,however, was observed for the double mutant that had the obstructingresidues truncated to alanines.     

Partial Agonistic Actions of Sex Hormone Steroids on TRPM3 Function

Sex hormone steroidal drugs were reported to have modulating actions on the ion channel TRPM3. Pregnenolone sulphate (PS) presents the most potent known endogenous chemical agonist of TRPM3 and affects several gating modes of the channel. These includes a synergistic action of PS and high temperatures on channel opening and the PS-induced opening of a noncanonical pore in the presence of other TRPM3 modulators. Moreover, human TRPM3 variants associated with neurodevelopmental disease exhibit an increased sensitivity for PS. However, other steroidal sex hormones were reported to influence TRPM3 functions with activating or inhibiting capacity. Here, we aimed to answer how DHEAS, estradiol, progesterone and testosterone act on the various modes of TRPM3 function in the wild-type channel and two-channel variants associated with human disease. By means of calcium imaging and whole-cell patch clamp experiments, we revealed that all four drugs are weak TRPM3 agonists that share a common steroidal interaction site. Furthermore, they exhibit increased activity on TRPM3 at physiological temperatures and in channels that carry disease-associated mutations. Finally, all steroids are able to open the noncanonical pore in wild-type and DHEAS also in mutant TRPM3. Collectively, our data provide new valuable insights in TRPM3 gating, structure-function relationships and ligand sensitivity.     

Residue Asn277 Affects the Stability and Substrate Specificity of the SMG1 Lipase from Malassezia globosa

Thermostability and substrate specificity are important characteristics of enzymes for industrial application, which can be improved by protein engineering. SMG1 lipase from Malassezia globosa is a mono- and diacylglycerol lipase (MDL) that shows activity toward mono- and diacylglycerols, but no activity toward triacylglycerols. SMG1 lipase is considered a potential biocatalyst applied in oil/fat modification and its crystal structure revealed that an interesting residue-Asn277 may contribute to stabilize loop 273–278 and the 3₁₀4 helix which are important to enzyme characterization. In this study, to explore its role in affecting the stability and catalytic activity, mutagenesis of N277 with Asp (D), Val (V), Leu (L) and Phe (F) was conducted. Circular dichroism (CD) spectral analysis and half-life measurement showed that the N277D mutant has better thermostability. The melting temperature and half-life of the N277D mutant were 56.6 °C and 187 min, respectively, while that was 54.6 °C and 121 min for SMG1 wild type (WT). Biochemical characterization of SMG1 mutants were carried out to test whether catalytic properties were affected by mutagenesis. N277D had similar enzymatic properties as SMG1 WT, but N277F showed a different substrate selectivity profile as compared to other SMG1 mutants. Analysis of the SMG1 3D model suggested that N277D formed a salt bridge via its negative charged carboxyl group with a positively charged guanidino group of R227, which might contribute to confer N277D higher temperature stability. These findings not only provide some clues to understand the molecular basis of the lipase structure/function relationship but also lay the framework for engineering suitable MDL lipases for industrial applications.     

细胞色素P450 BM-3羟基化吲哚能力的半理性改造

为进一步改造细胞色素P450 BM-3酶对吲哚的羟基化能力,以P450 BM-3结构与功能关系的推测为指导,选择突变酶P450 BM-3 （A74G/F87V/L188Q/E435T）为父本,在可能影响P450 BM-3催化吲哚羟基化区域选择性的D168位点进行定点饱和突变,根据全细胞催化产物颜色及组成进行筛选,得到了产物组成、酶动力学性质与父本不同的两个突变酶。突变酶D168W的吲哚羟基化产物中90%是靛玉红,而另一个突变酶D168R的产物中87%是靛蓝,产物组成均不同于亲本。在催化吲哚羟基化时,D168W的k_cat与父本相当,但K_m却是父本的4.8倍,催化活力只有父本的20%;而D168R的k_cat是父本的1.9倍,K_m是父本的82%,催化活力比父本提高了1.37倍。结果表明,在E435T突变上叠加D168位氨基酸残基突变对酶的催化性质产生了单一位点突变所不具有的协同效应,对酶催化的区域选择性和催化活力都有显著影响,以致改变了催化产物组成。这种基于知识的半理性定向进化方法由于是在关键位点进行突变,因此突变目的性强、突变效果显著。     

The Orai Pore Opening Mechanism

Cell survival and normal cell function require a highly coordinated and precise regulation of basal cytosolic Ca²⁺ concentrations. The primary source of Ca²⁺ entry into the cell is mediated by the Ca²⁺ release-activated Ca²⁺ (CRAC) channel. Its action is stimulated in response to internal Ca²⁺ store depletion. The fundamental constituents of CRAC channels are the Ca²⁺ sensor, stromal interaction molecule 1 (STIM1) anchored in the endoplasmic reticulum, and a highly Ca²⁺-selective pore-forming subunit Orai1 in the plasma membrane. The precise nature of the Orai1 pore opening is currently a topic of intensive research. This review describes how Orai1 gating checkpoints in the middle and cytosolic extended transmembrane regions act together in a concerted manner to ensure an opening-permissive Orai1 channel conformation. In this context, we highlight the effects of the currently known multitude of Orai1 mutations, which led to the identification of a series of gating checkpoints and the determination of their role in diverse steps of the Orai1 activation cascade. The synergistic action of these gating checkpoints maintains an intact pore geometry, settles STIM1 coupling, and governs pore opening. We describe the current knowledge on Orai1 channel gating mechanisms and summarize still open questions of the STIM1–Orai1 machinery.