PubMed Health⌕ Search

Biomedical subjects

P N Saurugger

Publications and source records attributed to P N Saurugger.

6 recordsLinked to original sources

Cross-validation of protein structural class prediction using statistical clustering and neural networks.

We present an approach to predicting protein structural class that uses amino acid composition and hydrophobic pattern frequency information as input to two types of neural networks: (1) a three-layer back-propagation network and (2) a learning vector quantization network. The results of these methods are compared to those obtained from a modified Euclidean statistical clustering algorithm. The protein sequence data used to drive these algorithms consist of the normalized frequency of up to 20 amino acid types and six hydrophobic amino acid patterns. From these frequency values the structural class predictions for each protein (all-alpha, all-beta, or alpha-beta classes) are derived. Examples consisting of 64 previously classified proteins were randomly divided into multiple training (56 proteins) and test (8 proteins) sets. The best performing algorithm on the test sets was the learning vector quantization network using 17 inputs, obtaining a prediction accuracy of 80.2%. The Matthews correlation coefficients are statistically significant for all algorithms and all structural classes. The differences between algorithms are in general not statistically significant. These results show that information exists in protein primary sequences that is easily obtainable and useful for the prediction of protein structural class by neural networks as well as by standard statistical clustering algorithms.

Algorithms↗

Patterns in protein primary sequences: classification, display and analysis.

The protein folding code, which is contained in the amino acid chain of a protein, has so far eluded elucidation. However, patterns of hydrophobic residues have previously been identified which show a specificity towards certain secondary structural elements. We are developing an analysis toolkit to find, visualize, and analyze patterns in primary sequences. Preliminary results show that there exist patterns in primary sequences which are useful for predicting the structural class of amino acid chains, performing especially well for the all-alpha helix and all-beta sheet classes.

Algorithms↗

Identification of the platelet glycoprotein IIb/IIIa complex as a target antigen in primary biliary cirrhosis-associated autoimmune thrombocytopenia. Evidence that platelet-reactive autoantibodies can also bind to the mitochondrial antigen M2.

A 67-year-old woman with a 4-year history of primary biliary cirrhosis (PBC) unexpectedly developed autoimmune thrombocytopenia. The platelet-bound IgG antibody was eluted from the patient's platelets to determine the platelet target antigen. The autoantibodies were found to precipitate the platelet glycoprotein complex IIb/IIIa of autologous and allogeneic platelets. A further precipitate of 70 kDa was detectable under reducing conditions. In addition, platelet-reactive antibodies bound to the 70 kDa mitochondrial antigen M2. No cross-absorption studies were performed to confirm that a single antibody reacted with both antigens. Computer analysis of published peptide sequences of the mitochondrial protein and the platelet GPIIb/IIIa complex showed partial amino acid sequence homology suggesting the possibility of a common antibody binding site. These findings suggest a relationship between the development of autoimmune thrombocytopenia in PBC and the underlying liver disease.

Aged↗

Genetic analysis of extracellular proteins of Serratia marcescens.

Serratia marcescens, a gram-negative enteric bacterium, is capable of secreting a number of proteins extracellularly. The types of activity found in the growth media include proteases, chitinases, a nuclease, and a lipase. Genetic studies have been undertaken to investigate the mechanisms used for the extracellular secretion of these exoproteins by S. marcescens. Many independent mutations affecting the extracellular enzymes were isolated after chemical and transposon mutagenesis. Using indicator media, we have identified loci involved in the production or excretion of extracellular protease, nuclease, or chitinase by S. marcescens. None of the mutations represented general extracellular-excretion mutants; in no case was the production or excretion of multiple exoproteins affected. A variety of loci were identified, including regulatory mutations affecting nuclease and chitinase expression. A number of phenotypically different protease mutants arose. Some of them may represent different gene products required for the production and excretion of the major metalloprotease, a process more complex than that for the other S. marcescens exoproteins characterized to date.

Bacterial Proteins↗

The extracellular nuclease gene of Serratia marcescens and its secretion from Escherichia coli.

We are studying exoproteins of the enteric bacterium Serratia marcescens as a model system for the release of extracellular proteins from the cell. In this work we report the cloning of the gene for a secreted nuclease from S. marcescens and its complete nucleotide sequence. Following expression of the nuclease gene in both S. marcescens and Escherichia coli we were able to demonstrate the presence of the nuclease extracellularly in both organisms. Cell lysis did not occur and there was no concurrent release of cytoplasmic or periplasmic proteins. No accessory genes appeared to be required for extracellular secretion of the nuclease from E. coli. We can conclude that E. coli is capable of secreting certain proteins extracellularly, and may be a suitable host organism for the genetic analysis of extracellular protein secretion when provided with a suitable protein to export.

Amino Acid Sequence↗

Occurrence of deletion plasmids at high rates after conjugative transfer of the plasmids RP4 and RK2 from Escherichia coli to Alcaligenes eutrophus H16.

The broad host-range IncP-1 plasmids RP4 and RK2 were transferred by conjugation from Escherichia coli to Alcaligenes eutrophus H16. Among the transconjugants selected on media containing tetracycline, a considerable number did not express kanamycin resistance. By comparing restriction patterns of plasmids isolated from a large number of transconjugants a variety of different deletion derivatives were found. All of these possess more or less extended deletions always including parts of the tra 1-region. The plasmids RP4 and RK2, once established in A. eutrophus H16 showed a high stability and it can be concluded that deletion formation is connected with the conjugation process. Evidence is given that degradation of DNA entering an A. eutrophus recipient cell during the conjugative transfer process may be involved in deletion formation. Furthermore, the finding of a small deletion derivative of RP4 lacking the transacting replication function trfB and the entire kil-kor-system may allow the assumption that these gene functions are not essential for replication and maintenance of RP4 in A. eutrophus hosts.

Alcaligenes↗