A robust multiple-locus method for quantitative trait locus analysis of non-normally distributed multiple traits.

Linear regression-based quantitative trait loci/association mapping methods such as least squares commonly assume normality of residuals. In genetics studies of plants or animals, some quantitative traits may not follow normal distribution because the data include outlying observations or data that are collected from multiple sources, and in such cases the normal regression methods may lose some statistical power to detect quantitative trait loci. In this work, we propose a robust multiple-locus regression approach for analyzing multiple quantitative traits without normality assumption. In our method, the objective function is least absolute deviation (LAD), which corresponds to the assumption of multivariate Laplace distributed residual errors. This distribution has heavier tails than the normal distribution. In addition, we adopt a group LASSO penalty to produce shrinkage estimation of the marker effects and to describe the genetic correlation among phenotypes. Our LAD-LASSO approach is less sensitive to the outliers and is more appropriate for the analysis of data with skewedly distributed phenotypes. Another application of our robust approach is on missing phenotype problem in multiple-trait analysis, where the missing phenotype items can simply be filled with some extreme values, and be treated as outliers. The efficiency of the LAD-LASSO approach is illustrated on both simulated and real data sets.

Kinetically controlled folding of the serpin plasminogen activator inhibitor 1.

The serpin plasminogen activator inhibitor 1 (PAI-1) folds into an active structure and then converts slowly to a more stable, but low-activity, "latent" conformation [Hekman, C. M., & Loskutoff, D. J. (1985) J. Biol. Chem. 260, 11581-11587]. Thus, the folding of PAI-1 is apparently under kinetic control. We have determined the urea denaturation and refolding transitions of both latent and active PAI-1 proteins by using intrinsic tryptophan fluorescence. While folding of active PAI-1 is reversible, the denaturation and refolding of latent PAI-1 are not. Instead, denatured latent PAI-1 refolds in lower concentrations of urea to give the active protein. Thus, the high-stability latent conformation is kinetically inaccessible over a range of urea concentrations. Complete denaturation of latent PAI-1 occurs at 5.5 M urea [delta G(H2O) approximately 21 kcal] whereas active PAI-1 denatures in only 3.8 M urea [delta G(H2O) approximately 12 kcal]. The fluorescence emission profile, as a function of urea of both the active and latent forms of the protein, reveals intermediates with partial structure. Circular dichroism measurements and limited protease digestion with Lys-C suggest that the intermediate in the denaturation of latent PAI-1 retains most of the secondary structure of the fully folded protein, whereas the intermediate in the denaturation of active PAI-1 exhibits significant loss of secondary structure. The Lys-C digestion patterns show that the active protein is more susceptible to proteolysis near sheet A than is the latent form. The studies suggest a model for the kinetically controlled folding pathway of PAI-1.

Serpins: the uncut version.

The structure of active antithrombin, the first active serpin to be solved, sheds new light on the conformational forms of this important class of inhibitor.

The development of myopia up to the age of twenty and a comparison of refraction in parents and children.

As a part of a longitudinal birth cohort study, refraction was measured at the age of 20 years in 236 persons known to have had myopia at the age of 14 years and 266 controls (2982 refractions). The earlier the myopia had started, the more myopic the eyes were at the age of 20 years. The greatest mean refraction values, -4.94 D for males and -6.62 D for females were found when the change to myopia had started before the age of 10. The mean progression of myopia (the mean progression curves were achieved by calculating the mean refraction values at different ages) seems to continue at least to the age of 20. A female child with a myopic mother is more likely to develop myopia than a female child with a non-myopic mother and the same relation holds good between a male child and his father. The myopic refractive error seems to be greater in the children than in their parents.

Crystallization and preliminary X-ray data for the A-isozyme of O-acetylserine sulfhydrylase from Salmonella typhimurium.

The A-isozyme of O-acetylserine sulfhydrylase, a pyridoxal phosphate-dependent enzyme isolated from Salmonella typhimurium catalyzes the synthesis of L-cysteine from O-acetyl-L-serine and sulfide. The pyridoxal form of the enzyme has been crystallized in two different forms. One form is in the orthorhombic space group P2(1)2(1)2(1) with cell constants a = 144.4 A, b = 96.9 A and c = 54.3 A and contains two monomers each of molecular weight 34,000 per asymmetric unit. The second form is in a hexagonal space group with unit cell dimensions a = b = 115 A, and c = 348 A and contains two 68,000 dimers per asymmetric unit. Complete native enzyme data sets have been collected for both crystal forms using an R-Axis II detector. A search for suitable heavy-atom derivatives is underway. Although both crystal forms diffract X-rays to better than 2.5 A, the orthorhombic form is more suited to a detailed structural analysis due to the extended lifetime in the X-ray beam and the relative size of the unit cell.

Association of perinatal events, epilepsy, and central nervous system trauma with juvenile delinquency.

The association of perinatal events, childhood epilepsy, and central nervous system trauma with juvenile delinquency was studied prospectively in a geographically defined population of 5966 males in northern Finland. Those who had obtained a criminal record up to the age of 22 years, totalling 355, or 6.0%, were defined as delinquents. The incidence of delinquency was not increased in males with a birth weight less than 2500 g or greater than 4000 g, preterm births < 37 weeks' gestation, or those with perinatal brain damage or having epileptic seizures before 14 years of age. The incidence was increased by 6.8% in the group of males with birth weights less than 3500 g, but not significantly increased after standardisation for a number of social and demographic background variables. The incidence was increased by 10.3% among the males who had had a central nervous system trauma by the age of 14 years, however, and this factor remained significant when social and demographic factors were standardised by regression analysis, with an odds ratio of 1.9 for all males with a criminal record and an odds ratio of 3.15 for those who had committed a violent crime. Previous central nervous system trauma may be a cause of delinquency, or another possibility is that the type of behaviour pursued by males who are likely to commit a violent crime will expose them more often to accidents which can result in central nervous system trauma.

Structural basis of latency in plasminogen activator inhibitor-1.

Human plasminogen activator inhibitor-1 (PAI-1) is the fast-acting inhibitor of tissue plasminogen activator and urokinase and is a member of the serpin family of protease inhibitors. Serpins normally form complexes with their target proteases that dissociate very slowly as cleaved species and then fold into a highly stable inactive state in which the residues that flank the scissile bond (P1 and P1';) are separated by about 70 A. PAI-1 also spontaneously folds into a stable inactive state without cleavage; this state is termed 'latent' because inhibitory activity can be restored through denaturation and renaturation. Here we report the structure of intact latent PAI-1 determined by single-crystal X-ray diffraction to 2.6 A resolution. The three-dimensional structure reveals that residues on the N-terminal side of the primary recognition site are inserted as a central strand of the largest beta sheet, in positions similar to the corresponding residues in the cleaved form of the serpin alpha 1-proteinase inhibitor (alpha 1-PI). Residues C-terminal to the recognition site occupy positions on the surface of the molecule distinct from those of the corresponding residues in cleaved serpins or in the intact inactive serpin homologue, ovalbumin, and its cleavage product, plakalbumin. The structure of latent PAI-1 is similar to one formed after cleavage in other serpins, and the stability of both latent PAI-1 and cleaved serpins may be derived from the same structural features.

Roles of the highly conserved aspartate and lysine residues in the response regulator of bacterial chemotaxis.

The chemotactic responses of bacteria such as Escherichia coli and Salmonella typhimurium are mediated by phosphorylation of the CheY protein. Phospho-CheY interacts with the flagellar motor switch to cause tumbly behavior. CheY belongs to a large family of phosphorylated response regulators that function in bacteria to control motility and regulate gene expression. Residues corresponding to Asp57, Asp13, and Lys109 in CheY are highly conserved among all of these proteins. The site of phosphorylation in CheY is Asp57, and in the three-dimensional structure of CheY the Asp57 carboxylate side chain is in close proximity to the beta-carboxylate of Asp13 and the epsilon-amin of Lys109. To further examine the roles of these residues in response regulator function, each has been mutated to a conservative substitution. Asn for Asp and Arg for Lys. All mutations abolished CheY function in vivo. Whereas the Asp to Asn mutations dramatically reduced levels of CheY phosphorylation, the Lys to Arg mutation had the opposite effect. The high level of phosphorylation in the Lys109 mutant results from a decreased autophosphatase activity as well as a lack of phosphatase stimulation by the phosphatase activating protein, CheZ. Despite its high level of phosphorylation, the Lys109 mutant protein cannot produce tumbly behavior. Thus, Lys109 is required for an event subsequent to phosphorylation. We propose that an interaction between the epsilon-amino of Lys109 and the phosphoryl group at Asp57 is essential for the conformational switch that leads to activation of CheY.

Preliminary X-ray analysis of crystals of plasminogen activator inhibitor-1.

Crystals of bacterially expressed plasminogen activator inhibitor (PAI-1) suitable for X-ray diffraction analysis have been obtained from 8% (w/v) PEG 1500, pH 8.25. The space group is P1, and the lattice constants are a = 82.17 A, b = 47.82 A, c = 62.89 A, alpha = 90.00 degrees, beta = 106.90 degrees, gamma = 106.84 degrees. The diffraction limit is 2.3 A, and the unit cell contains two molecules of PAI-1. The crystals contain latent PAI-1 which can be partly reactivated by exposure to denaturants.

Signal transduction in bacteria.

Cells display a remarkable ability to respond to small fluctuations in their surroundings. In simple microbial systems, information from sensory receptors feeds into a circuitry of regulatory proteins that transfer high energy phosphoryl groups from histidine to aspartate side chains. This phosphotransfer network couples environmental signals to an array of response elements that control cell motility and regulate gene expression.

Three-dimensional structure of CheY, the response regulator of bacterial chemotaxis.

Homologies among bacterial signal transduction proteins suggest that a common mechanism mediates processes such as chemotaxis, osmoregulation, sporulation, virulence, and responses to nitrogen, phosphorous and oxygen deprivation. A common kinase-mediated phosphotransfer reaction has recently been identified in chemotaxis, nitrogen regulation, and osmoregulation. In chemotaxis, the CheA kinase passes a phosphoryl group to the cytoplasmic protein CheY, which functions as a phosphorylation-activated switch that interacts with flagellar components to regulate motility. We report here the X-ray crystal structure of the Salmonella typhimurium CheY protein. The determination of the structure was facilitated by the use of site-specific mutagenesis to engineer heavy-atom binding sites. CheY is a single-domain protein composed of a doubly wound five-stranded parallel beta-sheet. The phosphoacceptor site in CheY is probably a cluster of aspartic-acid side chains near the C-terminal edge of the beta-sheet. The pattern of sequence similarity of CheY with components of other regulatory systems can be interpreted in the light of the CheY structure and supports the view that this family of proteins have a common structural motif and active site.

Active site of the enzyme which demethylates receptors during bacterial chemotaxis.

The CheB methylesterase catalyzes the hydrolysis of glutamyl methyl esters in bacterial chemoreceptor proteins. Studies with residue-specific inhibitors suggest that a cysteine residue is required. The nucleotide sequence of the cheB gene predicts a 349-amino acid protein with cysteine residues at positions 207 and 309. Oligonucleotide-directed mutagenesis was used to change each cysteine to an alanine. Whereas the Cys207-Ala mutation had essentially no effect on esterase activity, the Cys309-Ala mutation caused a complete inactivation of the enzyme. Cys309 is located adjacent to a sequence of amino acids which is characteristic of the beta-alpha-beta motif found in a number of nucleotide binding proteins associated with receptor function in vertebrate tissues. A central feature of this structure is Gly-X-Gly-X-X-Gly. Mutation of the second glycine in this region (Gly284) to a valine also caused a complete loss of esterase activity.

Identification of a possible nucleotide binding site in CheW, a protein required for sensory transduction in bacterial chemotaxis.

CheW is an essential component of the system which mediates chemotaxis in Salmonella typhimurium and Escherichia coli. Here we report the nucleotide sequence of the cheW gene as well as the purification and characterization of the CheW protein. The DNA sequence predicts a protein of 18,000 molecular weight. The pure protein exhibits an apparent molecular weight of 18,000 during sodium dodecyl sulfate-polyacrylamide gel electrophoresis. Molecular sieve chromatography under nondenaturing conditions indicates a molecular weight of approximately 35,000, however. This result suggests that CheW is a homodimer. The predicted amino acid sequence between Thr-128 and Asp-160 fits a consensus exhibited by many proteins which bind purine nucleotides.

X-ray diffraction analysis of the inactivation of chymotrypsin by 3-benzyl-6-chloro-2-pyrone.

The inactivation of chymotrypsin by 3-benzyl-6-chloro-2-pyrone has been studied. A covalent adduct is formed that deacylates slowly with a half-life of 23 h. X-ray diffraction analysis at 1.9-A resolution of the inactivator-enzyme complex shows that the gamma-oxygen of the active-site serine (serine-195) is covalently attached to C-1 of (Z)-2-benzylpentenedioic acid, the benzyl group of the inactivator is held in the hydrophobic specificity pocket of the enzyme, and the free carboxylate forms a salt bridge with the active-site histidine (histidine-57). The conformational changes that occur in the protein as a result of complexation are described. It is proposed that formation of the salt bridge prevents access of water and, therefore, hydrolysis of the acyl-enzyme.