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2.
BMC Bioinformatics ; 14: 97, 2013 Mar 15.
Article in English | MEDLINE | ID: mdl-23496896

ABSTRACT

BACKGROUND: For the representation of RNA interference (RNAi) dynamics, several mathematical models based on systems of ordinary differential equations (ODEs) have been proposed. These models consist of equations for each molecule that are involved in RNAi phenomena. Therefore, many real-value parameters must be optimized to identify the models. They also have many 'hidden variables', which cannot be observed directly through experimentation. Calculation of the values of the hidden variables is generally very difficult, if not impossible in some special cases. Identification of the ODE models is also quite difficult. RESULTS: We show that the simplified logistic Lotka-Volterra model, a well-established ODE model for biological and biochemical phenomena, can represent RNAi dynamics as a predator-prey system. Although a hidden variable exists in the model, its values can be determined and made visible as dynamic profiles of RNA-decomposing effects of siRNAs. Correlation analysis shows that the model parameters correlate highly with the total effect of the siRNA. CONCLUSIONS: The results suggest that analyses using our model are useful to estimate dynamic profiles of siRNA effects on apoptosis and to score siRNA by its effects on apoptosis, namely 'phenotypic scoring'.


Subject(s)
Apoptosis , RNA Interference , RNA, Small Interfering , Algorithms , HeLa Cells , Humans , Models, Biological
3.
J Parasitol ; 92(2): 211-7, 2006 Apr.
Article in English | MEDLINE | ID: mdl-16729674

ABSTRACT

We studied the effects of polyamines, which are necessary for proliferation and antioxidation in Trypanosoma brucei gambiense Wellcome strain (WS) and Trypanosoma brucei brucei ILtat 1.4 strain (IL). No difference was found in activity of ornithine decarboxylase (ODC), a key enzyme in polyamine synthesis in trypanosomes, in both strains maintained in vitro; higher (P < 0.05) ODC values were found in IL in vivo. However, WS in vivo exhibited higher proliferation rates with higher spermidine content and decreased host survival times than IL. The in vitro proliferation and polyamine contents of WS increased with the addition of polyamine to the 1-difluoromethylornithine culture medium, but not IL. These results suggested that WS uses extracellular polyamine for proliferation. In the in vitro culture, WS was less tolerant of hydrogen peroxide (oxidative stress) than IL, and malondialdehyde levels in WS were higher than in IL. The expression of trypanothione synthetase mRNA in WS in vitro was higher than in IL. These results suggest that IL is dependent on the synthesis of polyamines for proliferation and reduction of oxidative stress, whereas WS is dependent on the uptake of extracellular polyamines. A thorough understanding of the differences in the metabolic capabilities of various trypanosomes is important for the design of more effective medical treatments.


Subject(s)
Oxidative Stress/drug effects , Polyamines/pharmacology , Trypanosoma brucei brucei/drug effects , Trypanosomiasis, African/parasitology , Amide Synthases/genetics , Amide Synthases/metabolism , Animals , Culture Media , Eflornithine/pharmacology , Enzyme Inhibitors/pharmacology , Gene Expression Regulation, Enzymologic/drug effects , Glutathione/analogs & derivatives , Glutathione/metabolism , Hematocrit , Hydrogen Peroxide/metabolism , Male , NADH, NADPH Oxidoreductases/genetics , NADH, NADPH Oxidoreductases/metabolism , Ornithine Decarboxylase/genetics , Ornithine Decarboxylase/metabolism , Ornithine Decarboxylase Inhibitors , Polyamines/metabolism , Putrescine/blood , RNA, Messenger/metabolism , Rats , Rats, Wistar , Spermidine/analogs & derivatives , Spermidine/analysis , Spermidine/blood , Spermidine/metabolism , Spermine/blood , Trypanosoma brucei brucei/growth & development , Trypanosoma brucei brucei/metabolism , Trypanosomiasis, African/drug therapy
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