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Biomedical subjects

K Krawiec

Publications and source records attributed to K Krawiec.

6 recordsLinked to original sources

Evolutionary weighting of image features for diagnosing of CNS tumors.

This paper concerns an application of evolutionary feature weighting for diagnosis support in neuropathology. The original data in the classification task are the microscopic images of ten classes of central nervous system (CNS) neuroepithelial tumors. These images are segmented and described by the features characterizing regions resulting from the segmentation process. The final features are in part irrelevant. Thus, we employ an evolutionary algorithm to reduce the number of irrelevant attributes, using the predictive accuracy of a classifier ('wrapper' approach) as an individual's fitness measure. The novelty of our approach consists in the application of evolutionary algorithm for feature weighting, not only for feature selection. The weights obtained give quantitative information about the relative importance of the features. The results of computational experiments show a significant improvement of predictive accuracy of the evolutionarily found feature sets with respect to the original feature set.

Algorithms↗

Substrate/inhibitor properties of human deoxycytidine kinase (dCK) and thymidine kinases (TK1 and TK2) towards the sugar moiety of nucleosides, including O'-alkyl analogues.

Nucleoside analogues with modified sugar moieties have been examined for their substrate/inhibitor specificities towards highly purified deoxycytidine kinase (dCK) and thymidine kinases (tetrameric high-affinity form of TK1, and TK2) from human leukemic spleen. In particular, the analogues included the mono- and di-O'-methyl derivatives of dC, dU and dA, syntheses of which are described. In general, purine nucleosides with modified sugar rings were feebler substrates than the corresponding cytosine analogues. Sugar-modified analogues of dU were also relatively poor substrates of TK1 and TK2, but were reasonably good inhibitors, with generally lower Ki values vs TK2 than TK1. An excellent discriminator between TK1 and TK2 was 3'-hexanoylamino-2',3'-dideoxythymidine, with a Ki of approximately 600 microM for TK1 and approximately 0.1 microM for TK2. 3'-OMe-dC was a superior inhibitor of dCK to its 5'-O-methyl congener, consistent with possible participation of the oxygen of the (3')-OH or (3')-OMe as proton acceptor in hydrogen bonding with the enzyme. Surprisingly alpha-dT was a good substrate of both TK1 and TK2, with Ki values of 120 and 30 microM for TK1 and TK2, respectively; and a 3'-branched alpha-L-deoxycytidine analogue proved to be as good a substrate as its alpha-D-counterpart. Several 5'-substituted analogues of dC were good non-substrate inhibitors of dCK and, to a lesser extent, of TK2. Finally, some ribonucleosides are substrates of the foregoing enzymes; in particular C is a good substrate of dCK, and 2'-OMe-C is an even better substrate than dC.

Antimetabolites, Antineoplastic↗

Intelligent decision support in pathomorphology.

This paper presents a novel approach to computer-supported diagnosing based on microscopic images of histological sections. A method of extraction of textural feature is presented, which is in a sense complementary to the texture-based segmentation. The textural feature is obtained by tracing the process of image segmentation. For classification, a n2-classifier oriented to multi-class problems has been used. The paper presents also an empirical verification of the proposed approach on 700 microscopic images representing 14 classes of CNS neuroepithelial tumours, in which case an encouraging accuracy of classification on the testing set (70.6%) has been obtained.

Central Nervous System Neoplasms↗

Substrate/inhibitor specificities of human deoxycytidine kinase (dCK) and thymidine kinases (TK1 and TK2).

Substrate/inhibitor specificities of nucleoside analogues with modified sugar moieties toward highly purified deoxycytidine kinase (dCK) and thymidine kinases (TK1 and TK2) from human leukemic spleen have been examined. Substrate activities of cytosine nucleosides vs dCK were as follows: 2'-fluoro-dC > 2'-O-methyl-C > araC > 2'-fluoro-2'-deoxy-araC > 3'-O-methyl-dC = 3'-fluoro-2',3'-ddC > cytosine beta-L-riboside > 2',3'-ddC > C = 1-(4-hydroxy-1,2,-butadienyl)-cytosine (cytalene) = 2'-azido-dC. Modified purine nucleosides were only feeble substrates: ara-A > 2'-fluoro-2',3'-dideoxy-araA = 2'-O-methyl-A. With TK1 and TK2, similar sugar-modified analogues of dU and dT were feeble substrates. Surprisingly alpha-dT was a relatively good substrate, as well some beta-L-ribonucleo-sides. Several 5'-substituted analogues of dC were good non-substrate inhibitors of dCK and, to a lesser extent, of TK2. The overall data are relevant to the role of these enzymes in "activation" (by phosporylation) of nucleoside analogues with antiviral and antitumor activities.

Deoxycytidine Kinase↗

Unusual nucleoside triphosphate donors for nucleoside kinases: 3'-deoxyadenosine-2'-triphosphate and 2'-deoxyadenosine-3'-triphosphate.

Two non-conventional analogues of ATP, 3'-deoxyadenosine-2'-triphosphate (3'-d-2'-ATP) and 2'-deoxyadenosine-3'-triphosphate (2'-d-3'-ATP), the syntheses of which are described, were examined as potential phosphate donors for the nucleoside kinases: 2'-deoxycytidine kinase (dCK), cytosolic thymidine kinase (TK1) and mitochondrial thymidine kinase (TK2). The reactions were monitored by means of a mixture of [gamma-32P]ATP and cold analogue, and/or with the use of 3H-labelled acceptors and cold donor. With dCK, using equimolar mixtures of ATP with each analogue, and dC as acceptor, phosphate transfer from 3'-d-2'-ATP and 2'-d-3'-ATP amounted to 34% and 14%, respectively. With each analogue used alone (each at concentration of 100 microM), phosphate transfer from 3'-d-2'-ATP was 55% that from ATP, and from 2'-d-3'-ATP 16%. With human TK2, and equimolar mixtures of [gamma-32P]ATP with each of the analogues, and 1 microM dT as acceptor, there was no detectable transfer from either analogue. But, when each analogue was used alone, phosphate transfer attained 11% and 5%, respectively, that for ATP alone. With the low affinity form of human TK1, and dT as acceptor, only low phosphate transfer occurred with either analogue used alone. Both compounds exhibited Michaelis-Menten kinetics (with significantly lower Vmax than ATP), while ATP exhibited cooperative kinetics with all three kinases.

Catalysis↗

Nucleoside triphosphate donors for nucleoside kinases: donor properties of UTP with human deoxycytidine kinase.

The reported higher efficiency of UTP, relative to ATP, as phosphate donor for deoxycytidine kinase (dCK), has been extended and found to apply to both dCyd and dAdo as acceptors. UTP as phosphate donor was shown to follow strictly Michaelis kinetics, with Km = 1 microM, in striking contrast to ATP, which exhibits marked negative cooperativity (Hill coef. = 0.7) with a several-fold higher Kmapp = 15 microM. Phosphate transfer was followed directly with use of mixtures of [gamma-32P]ATP and cold UTP as donors, or with 3H-labeled acceptors and cold donors. With equimolar concentrations of ATP and UTP (50 microM or 1 mM each), and dCyd or dAdo as acceptor, only minimal phosphate transfer occurred from ATP (3-10%). With a 6:1 ratio of ATP:UTP, hence exceeding the intracellular ratio, phosphate transfer from ATP increased, but still did not exceed 25-40% with either dCyd or dAdo as acceptor. Moreover, relative ATP transfer is dependent on the dCyd concentration. We conclude that the major intracellular phosphate donor for dCK is not ATP, but UTP. Preliminary data for human thymidine kinases (TK1 and TK2) exhibit quite different behaviour. The foregoing, together with literature data, are highly relevant to in vitro studies on the properties of the nucleoside kinases, and to the design of chemotherapeutically active nucleoside analogues.

Adenosine Triphosphate↗