Prediction of Higher Heating Value of Solid Biomass Fuels Using Artificial Intelligence Formalisms

The higher heating value (HHV) is an important property defining the energy content of biomass fuels. A number of proximate and/or ultimate analysis based predominantly linear correlations have been proposed for predicting the HHV of biomass fuels. A scrutiny of the relationships between the constituents of the proximate and ultimate analyses and the corresponding HHVs suggests that all relationships are not linear and thus nonlinear models may be more appropriate. Accordingly, a novel artificial intelligence (AI) formalism, namely genetic programming (GP) has been employed for the first time for developing two biomass HHV prediction models, respectively using the constituents of the proximate and ultimate analyses as the model inputs. The prediction and generalization performance of these models was compared rigorously with the corresponding multilayer perceptron (MLP) neural network based as also currently available high-performing linear and nonlinear HHV models. This comparison reveals that the HHV prediction performance of the GP and MLP models is consistently better than that of their existing linear and/or nonlinear counterparts. Specifically, the GP- and MLP-based models exhibit an excellent overall prediction accuracy and generalization performance with high (>0.95) magnitudes of the coefficient of correlation and low (<4.5 %) magnitudes of mean absolute percentage error in respect of the experimental and model-predicted HHVs. It is also found that the proximate analysis-based GP model has outperformed all the existing high-performing linear biomass HHV prediction models. In the case of ultimate analysis-based HHV models, the MLP model has exhibited best prediction accuracy and generalization performance when compared with the existing linear and nonlinear models. The AI-based models introduced in this paper due to their excellent performance have the potential to replace the existing biomass HHV prediction models.     

Functional comparison of the basic domains of the Tat proteins of human immunodeficiency virus types 1 and 2 in trans activation.

The trans-activator Tat proteins coded by human immunodeficiency virus type 1 (HIV-1) and HIV-2 appear to be similar in structure and function. However, the Tat protein of HIV-2 (Tat2) activates the HIV-1 long terminal repeat (LTR) less efficiently than Tat1 (M. Emerman, M. Guyader, L. Montagnier, D. Baltimore, and M. A. Muesing, EMBO J. 6:3755-3760, 1987). To determine the functional domain of Tat2 which contributes to this incomplete reciprocity, we have carried out domain substitution between Tat1 and Tat2 by exchanging the basic domains involved in Tat interaction with its target trans-activation-response (TAR) RNA structure. Our results indicate that Tat1 proteins containing substitutions of either 8 or 14 amino acids of the basic domain of Tat2 exhibited reduced trans activation of the HIV-1 LTR by about 1/20 or one-fourth the level induced by wt Tat1. In contrast, Tat2 containing a substitution of the 9-amino-acid basic domain of Tat1 trans activated HIV-1 LTR like native Tat1. A substitution of the highly conserved core domain of Tat2 with that of Tat1 did not have any significant effect on trans activation of the HIV-1 LTR. These results indicate that the basic domain of Tat2 contributes to its inefficient trans activation of the HIV-1 LTR. Mutation of an acidic residue (Glu) located between the core domain and the Arg-rich basic domain of Tat2 at position 77 to a Gly residue increased the activity of Tat2 substantially. These results further suggest that the presence of an acidic residue (Glu) adjacent to Arg-rich sequences may at least partially contribute to the reduced activity of the Tat2 basic domain.     

The ubiquitin-interacting motif of 26S proteasome subunit S5a induces A549 lung cancer cell death

The subunit S5a is a key component for the recruitment of ubiquitinated substrates to the 26S proteasome. When the full-length S5a, the N-terminal half of S5a (S5aN) containing the von Willebrand A (vWA) domain, and the C-terminal half of S5a (S5aC) containing two ubiquitin(Ub)-interacting motifs (UIMs) were ectopically expressed in HEK293 cells, Ub-conjugates accumulated most prominently in S5aC-expressing cells. In addition, S5aC induced A549 lung cancer cell death but not non-cancer BEAS-2B cell death. Similar effects were observed using only S5a-UIMs. Our data therefore suggest that S5a-UIMs can be used as upstream inhibitors of the proteasome pathway.     

Development and characterization of a continuous macrophage cell line,LRTM, derived from thymus of Labeo rohita (Hamilton 1822)

A long-term thymic macrophage cell line from the thymus explants of Labeo rohita designated as LRTM (L. rohita thymic macrophages) was established, which has been maintained in culture for more than 1 yr. This cell line designated LRTM cells have been subcultured for 70 passages. The cells shape was initially long and elongated; with subsequent passages, the cells became short and epithelial like. The cells exhibited optimum growth in L-15 containing 10% fetal bovine serum and also in Dulbecco’s modified Eagle’s medium at 37°C with 5% CO₂ and showed 85+?% viability after 12 mo storage in liquid nitrogen. In addition, cells showed nonspecific esterase and surface expression of Fc receptors for immunoglobulin G and classes I and II major histocompatibility complex antigens. These observations confirmed that this cell line had the morphologic and functional features as a macrophage. The cells exhibited phagocytic activity by engulfing yeast cells as well as fluorescent latex beads, which was demonstrated by scanning electron microscopy and Giemsa staining. The long-term cultured cells show rapid production of reactive oxygen and nitrogen intermediates following stimulation with lipopolysaccharides and phorbol miristate acetate (PMA). Mostly, all the cells were alpha napthyl esterase acetate positive. After stimulation with PMA and lipopolysaccharide, cultured fish macrophages produced reactive oxygen and nitrogen intermediates. The karyotype analysis showed that these cells have a tetraploid karyotype with 100 chromosomes in each cell, indicating that they are normal L. rohita cells. Amplification, sequencing, and alignment of fragments of two mitochondrial genes 12S rRNA from rohu confirmed that the cell line originated from L. rohita. This cell line should be useful for studying the role of thymic macrophages in differentiation and maturation of thymocytes and can be source of macrophage-specific enzymes and cytokines. The macrophage cell line will be invaluable in studies of pathogen/macrophage interactions, the mechanisms of macrophage antimicrobial effector functions and the contribution of macrophages to the specific immune responses of teleosts.     

A conserved domain in Bak, distinct from BH1 and BH2, mediates cell death and protein binding functions.

Regulation of the cell death program involves physical interactions between different members of the Bcl-2 family that either promote or suppress apoptosis. The Bcl-2 homolog, Bak, promotes apoptosis and binds anti-apoptotic family members including Bcl-2 and Bcl-xL. We have identified a domain in Bak that is both necessary and sufficient for cytotoxic activity and binding to Bcl-xL. Sequences similar to this domain were identified in Bax and Bip1, two other proteins that promote apoptosis and interact with Bcl-xL, and were likewise critical for their capacity to kill cells and bind Bcl-xL. Thus, the domain is of central importance in mediating the function of multiple cell death-regulatory proteins that interact with Bcl-2 family members.