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This paper presents a soft sensor model for a high-pressure digestion process to control the raw material proportioning for the bauxite slurry blending process in the alumina metallurgical industry. By dividing the sample data set into several clusters with an improved rival penalized competitive learning clustering algorithm, a distributed support vector machine-based soft sensor is presented to measure the quality of the digested slurry online. Based on expert knowledge and the mechanism of the blending and digestion process, a hybrid expert control system for supervisory control of the blending process is developed to optimize the raw material proportioning. Both the experiments and the industrial applications demonstrate the feasibility and effectiveness of the soft sensor and the developed expert control system.

Gossypol is an important resistant substance of Gossypium , and its storage organ is pigment gland. Although, the relationship between gossypol and pigment gland has been studied for a long time, the development mechanism of pigment gland has not been revealed up to now in molecular perspective. On the basis of differentially expressed cDNAs fragments at the stage of the cotton gland development using suppression subtractive hybridization (SSH), the complete cDNA sequence of a novel RanBP2 zinc finger protein (ZFP) gene was cloned by rapid amplification of cDNA ends (RACE) from upland cotton ( Gossypium hirsutum L.), Xiangmian 18. The cotton RanBP2 ZFP cDNA (GenBank accession number: BQ173926 ) is 717 base pair (bp) long with an open reading frame encoding 139 amino acids, which encodes a 15.6 kDa protein. The cotton RanBP2 ZFP had three Ran-binding protein (RanBP) two zinc finger motifs and belonged to RanBP2 ZFP family. There is a 292-base non-coding sequence at 3′ cDNA end, which includes polyA sequence. Sequence alignment analysis revealed that the cDNA nucleotide and its deduced amino acid sequence are moderately identical to the putative ZFP from other species. The mRNA expressing profiles of the novel ZFP gene was investigated by reverse transcription-polymerase chain reaction (RT-PCR). The result showed that it expressed at different development stages of gland, including the undeveloped stage, developing stage, developed stage and cotyledon stage. However, with the development of pigment gland, the mRNA levels in the gland-developed seed and cotyledon were increased to about 1.5 and 2 folds of that in gland-undeveloped seed, respectively, which suggested that the novel ZFP played a role in the development of the cotton gland.

We have identified PAP1 gene, a novel member of the immunoglobulin superfamily (IGSF) from U251-pTet-p53 cell line, which carried a wild-type p53 transgene. The gene has been localised to chromosome 16p12-13. Alignment of the predicted protein sequence for Human, Pan troglodytes, Canis, Mus musculus and Gallus gallus revealed it was highly conserved. Its homologue, IGSF6, possible involves in mouse embryonic development. The presence of IGSF6 specific transcript was detected by Northern blot in the RNAs extracted from 11 to 14 day postconception. IGSF6 expression is different in mouse embryos of the different ages. In situ hybridization performed on mice embryos sections showed the differential presence of IGSF6 in developing lung and kidney. This structure and differential expression suggests a function involvement in embryonic development, perhaps involvement in cell proliferation.

The p53 gene is activated in response to several malignancy-associated stress signals by transactivation of downstream genes and by transcription-independent mechanisms. In order to identify new p53 downstream genes, we established a new system of p53 gene inducible expression, U251-pTet-p53 cell line, with the Tet-On Gene Expression System, in which exogenous p53 gene could overexpress in doxycycline (Dox) medium but not in the medium without Dox. By comparing their random primer RT-PCR products, it was proved that exogenous p53 gene expression could lead to many genes differential expression, some up-expressed and others down-expressed. All of these differential expressed genes may be p53 downstream genes. We can gain the magnitude of p53 downstream genes, which provides the basis of directly cloning of novel p53 downstream genes and further studying of p53 regulatory network.