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Big data are everywhere nowadays. Many businesses possess big data for their success because big data are very useful and are considered as new oil. For instance, big data are very important in predicting the trends on what will happen in the future. Many researchers have generated or gathered data to further enhance their research and to apply them to numerous real-life applications. Examples of big data include healthcare patient data. To improve the detection of illnesses and diseases, researchers have gathered healthcare patient data, examined the diagnosis on healthcare patient data (e.g., cells, blood count, antibodies count), and compared with previous data to determine if a specific illness or disease exist. Having an automatic predictive method for healthcare and disease analytics would be desirable. In this paper, we focus on healthcare mining, which aims to computationally discover knowledge from healthcare data. In particular, we present a data science framework with two predictive analytic algorithms for accurate prediction on the trends of cancer cases. The algorithms predict cancerous cells based on the information of the cell data from some data samples. Evaluation results on several real-life datasets related to the breast cancer demosntrate the effectiveness of our data science framework and predictive algorithms in healthcare data analytics.

Ion bombardment was used to produce electron-emitting microscale features on surfaces of thick films printed with carbon pastes. This technology can potentially enable the development of large-area field emission displays. Systematic investigations using microscopy and electron field emission experiments have demonstrated a close link among paste formulation, ion processing parameters, and the development of surface microstructures. These investigations were also useful in understanding the fundamentals of microstructure formation under ion bombardment and the field emission characteristics of the carbon-based emitters. Several device concepts aimed toward achieving a low-voltage switchable triode were also tested with varying degrees of success. In this paper, we discuss various technological issues related to the materials, processes, and devices.

Small heat shock proteins (sHsps) are molecular chaperones that protect cells from the effect of heat and other stresses. Some sHsps are also expressed at specific stages of development. In plants different classes of sHsps are expressed in the various cellular compartments. While the Class I (cytosolic) sHsps in wheat and pea have been studied extensively, there are fewer experimental data on Class II (cytosolic) sHsps, especially in maize. Here we report the expression and purification of two Class II sHsps from Zea mays ssp. mays L. (cv. Oh43). The two proteins have almost identical sequences, with the significant exception of an additional nine-amino-acid intervening sequence near the beginning of the N-terminus in one of them. Both ZmHsp17.0-CII and ZmHsp17.8-CII oligomerize to form dodecamers at temperatures below heat shock, and we were able to visualize these dodecamers with TEM. There are significant differences between the two sHsps during heat shock at 43°C: ZmHsp17.8-CII dissociates into smaller oligomers than ZmHsp17.0-CII, and ZmHsp17.8-CII is a more efficient chaperone with target protein citrate synthase. Together with the previous observation that ZmHsp17.0-CII but not ZmHsp17.8-CII is expressed during development, we propose different roles in the cell for these two sHsps.

The cellular localization of heat-shock proteins has been described in a number of experimental animal systems but is not well defined in plant systems. Sense and antisense RNA transcripts from the open reading frame (ORF) of 18-kDa maize heat-shock protein genes were employed in in situ hybridizations of inbred Oh43 radicles and plumules to reveal the locations of their mRNAs. Localization of the specific mRNAs to the younger meristematic cells of the root-tips and shoot-tips and also to the densely cytoplasmic cells of the vasculature was observed routinely. The ORF of one of our 18-kDa genes was cloned into an expression vector, and the 161-amino acid polypeptide was used to raise antibodies. Using a Fast Red procedure, the cellular positions of the heat-shock protein-antibody conjugates were observed in sections similar to those employed in the antisense RNA in situ hybridizations. The localization of the antibody appears to parallel closely the patterns of distribution of the mRNAs.

We have isolated two genes from Zea mays encoding proteins of 82 and 81 kD that are highly homologous to the Drosophila 83-kD heat shock protein gene and have analyzed the structure and pattern of expression of these two genes during heat shock and development. Southern blot analysis and hybrid select translations indicate that the highly homologous hsp82 and hsp81 genes are members of a small multigene family composed of at least two and perhaps three or more gene family members. The deduced amino acid sequence of these proteins based on the nucleotide sequence of the coding regions shows 64-88% amino acid homology to other hsp90 family genes from human, yeast, Drosophila, and Arabidopsis. The promoter regions of both the hsp82 and hsp81 genes contain several heat shock elements (HSEs), which are putative binding sites for heat shock transcription factor (HSF) commonly found in the promoters of other heat shock genes. Gene-specific oligonucleotide probes were synthesized and used to examine the mRNA expression patterns of the hsp81 and hsp82 genes during heat shock, embryogenesis, and pollen development. The hsp81 gene is only mildly heat inducible in leaf tissue, but is strongly expressed in the absence of heat shock during the premeiotic and meiotic prophase stages of pollen development and in embryos, as well as in heat-shocked embryos and tassels. The hsp82 gene shows strong heat inducibility at heat-shock temperatures (37–42°C) and in heat shocked embryos and tassels but is only weakly expressed in the absence of heat shock. Promoter-GUS reporter gene fusions made and analyzed by transient expression assays in Black Mexican Sweet (BMS) Maize protoplasts also indicate that the hsp82 and hsp81 are regulated differentially. The hsp82 promoter confers strong heat-inducible expression of the GUS reporter gene in heat-treated cells (60- to 80-fold over control levels), whereas the hsp81 promoter is only weakly heat inducible (5- to 10-fold over control levels). © 1993Wiley-Liss, Inc.

The success of plant genetic transformation relies greatly on the strength and specificity of the promoters used to drive genes of interest. In this study, we analyzed gfp gene expression mediated by a polyubiquitin promoter (Gmubi) from soybean (Glycine max) in stably transformed soybean tissues. Strong GFP expression was observed in stably transformed proliferative embryogenic tissues. In whole transgenic plants, GFP expression was observed in root tips, main and lateral roots, cotyledons and plumules in young plants as well as in leaf veins, petioles, flower petals, pollen, pods and developing seeds in mature plants. GFP expression was localized mainly in epidermal cells, leaf mesophyll, procambium and vascular tissues. Introduction of an intron-less version of the Gmubi promoter (Gmupri) displayed almost the same GFP expression pattern albeit at lower intensities. The Gmubi promoter showed high levels of constitutive expression and represents an alternative to viral promoters for driving gene expression in soybean.

The inserts of plasmid cDNA clones for transcripts showing meiotic prophase specific expression show cross reassociation to varying degrees of intensity with one another. These clones were recovered from a cDNA library made from Lilium microsporocyte poly(A)+ RNA. RNA-dot and Northern-blot analyses indicate that these clones represent transcripts specific to the meiotic prophase interval in microsporocytes. The transcripts appear to constitute the most abundant class of meiosis-specific poly(A)+ RNAs. At least two subgroups can be distinguished by examining cloned transcripts from genes of this expressed meiotic prophase repeat (EMPR) sequence family. Members of each subgroup have similar although not identical restriction maps and show relatively high but varying fidelities of DNA cross reassociation between members. However, consensus restriction maps of the two subgroups are largely dissimilar and, except at low stringencies, cross reassociation is readily detected only at restriction fragments from a particular conserved internal segment. The DNA sequence of a representative EMPR clone has been determined, and the inferred peptide product has been found to show extensive sequence homology to that of a small heat-shock gene of Glycine max, particularly in the conserved region. Alignment of the sequences for the conserved regions of two EMPR subgroup representatives with the soybean sequence suggests that selection has acted to conserve similar blocks of amino acids in this area. These observations suggest that a major portion of the transcripts produced during the apparently unrelated processes of meiosis and heat shock in higher plants are derived from related gene sequences encoding similar products.Key words: meiosis, transcription, specific cDNA, heat-shock mRNA.

A novel automated image collection and analysis system was used to compare two new soybean (Glycine max (L.) Merr.) promoters with the cauliflower mosaic virus 35S (CaMV35S) promoter, which was used as an expression standard. For expression comparisons, various permutations of a soybean polyubiquitin (Gmubi) promoter, a soybean heat shock protein 90-like (GmHSP90L) promoter and the CaMV35S promoter were placed upstream of a green fluorescent protein (gfp) gene. DNA constructs were introduced via particle bombardment into excised cotyledons of germinating lima bean (Phaseolus lunatus L.) seeds, which were arranged in Petri dishes for automated image capture and image analysis. The automated system allowed monitoring and quantification of gfp gene expression in the same piece of tissue over time. The Gmubi promoter, with its intronic region intact, showed the highest expression that was over five times stronger than the CaMV35S promoter. When an intronic region was removed from the Gmubi promoter, GFP expression was reduced, but was still over two times greater than with the CaMV35S promoter. The full-length soybean GmHSP90L promoter was four times stronger than the CaMV35S promoter. Truncation of the GmHSP90L promoter resulted in stepwise decreases in promoter strength, which appear to correspond to removal of regulatory elements. Automated image capture and analysis allowed the rapid and efficient evaluation of these new promoters.

The small (1 8-kDa) heat shock proteins (hsps) of maize are encoded by a complex multigene family. In a previous report, we de- scribed the genetic information from cDNAs en- coding two different members of the family. In this communication, we report the isolation and char- acterization of cDNA and genomic clones encod- ing information for a third member of this hsp family (c/gMHSP18-1). DNA fragments containing nucle- otide sequences common to, or specific for, each of these characterized 18-kDa genes were pre- pared and used as probes to assess the expression of these genes during microsporogenesis and de- velopment of the gametophyte in an inbred line of maize (Oh43). Our results demonstrate (1) that mRNA transcripts encoding the 18-kDa hsps are expressed and/or accumulate during microsporo- genesis, and (2) that genes encoding two of the characterized 18-kDa hsps are expressed and/or accumulate independently, in a stage-specific manner during microsporogenesis. These observa- tions imply that the stage-specific expression of particular 18-kDa hsp genes results from gene- specific regulation during microsporogenesis and gametophyte development rather than from an overall activation of the heat shock or stress

A maize (Zea mays L.) genomic clone (Zmempr 9′) was isolated on the basis of its homology to a meiotically expressed Lilium sequence. Radiolabeled probe made from the maize genomic clone detected complementary RNA at high fidelity. Furthermore, it hybridized to RNA isolated from staged (an interval that is coincident with meiotic prophase) maize tassel spikelets. Complimentary RNA was strongly (at least 50-fold) induced during heat shock of maize somatic tissue and appeared as a single size class in Northern blot hybridizations. Sequencing of the complete coding region of Zmempr 9′ confirmed the homology of the inferred amino acid sequence to other small heat shock proteins. Consensus sequences found in the flanking regions corresponded to the usual signals for initiation of RNA transcription, polyadenylate addition, and the induction of heat shock genes. The latter sequences conferred heat shock-specific transient expression in electroporated protoplasts when cloned into promoterless reporter gene plasmid constructs. Hybrid-selected translations revealed specific translation products ranging from 15 to 18 kilodaltons, providing evidence that this gene is a member of a related multigene family. We therefore conclude that this maize genomic DNA clone, recovered through its homology to clones for meiotic transcripts in lily, represents a genuine maize small heat shock protein gene.

Moderately repetitive DNA sequences in Lilium (cv Enchantment) which undergo a meiotic-specific repair synthesis during pachytene (P-DNA) were previously shown to exist as families of very low internal sequence divergence. The present study concerns P-DNA sequence preservation among higher plants. The relative abundance of these sequences in a variety of plant species and their divergence relative to Enchantment P-DNA was determined through C0t analysis and thermal denaturation of hybrid duplexes. Nearly all of the P-DNA sequence families of Enchantment were found to be present in the genomes of a number of monocot species and the dicot Vicia faba. Sequence content is highly conserved, with less than 6% divergence between Lilium and distantly related species such as Zea mays and Secale cereale. However, the number of repeats per P-DNA family varies considerably in different species, being particularly low among the Poales. P-DNA differs from most high thermal stability (HTS) sequence families of Enchantment which, although exhibiting a high degree of internal homology, are not present as repetitive DNA in the genomes of the other species examined. For most HTS families, the lack of internal divergence probably reflects their fairly recent introduction into the moderately repetitive DNA class, while P-DNA sequences represent evolutionarily ancient families which are the products of strong selective pressure for an indispensable meiotic function.

The genome of the homosporous fern Thelypteris normalis contains a large middle-repetitive component, essentially a single second-order kinetic class, which exhibits heterogeneity in the precision of pairing of the reformed duplexes upon remelting. There are two possible models to explain this observed sequence heterogeneity. Either different families of the middle-repetitive class exhibit different degrees of sequence divergence and Tm reduction (inter familial heterogeneity), or else all are equally diverged, and the broad melt is the sum of thousands of equally broad melts for all the families (intra familial heterogeneity). To differentiate between these two hypotheses, iodinated Thelypteris DNA, reannealed through middle-repetitive C0t, was thermally fractionated on hydroxyapatite into low (65–75° C), medium (75–85° C), and high (85–95° C) thermal stability classes. When reannealed with excess cold DNA, each class remelted over its characteristic temperature range. C0t curves of these thermal fractions reannealed with cold driver demonstrated that all were from the middle-repetitive class. It was shown that these results were not due to G + C differences nor to artifacts of the labeling technique. Therefore it was concluded that, although all families consisted of approximately the same number of repeats, the families ranged from those with virtually no sequence divergence to those barely able to reanneal at the criterion used, in accordance with the model of inter familial heterogeneity. Though this model may have wide applicability to middle-repetitive DNAs, a different pattern appears to prevail in Selaginella, a heterosporous pteridophyte. Some evolutionary implications are discussed.

Moderately repetitive sequences of Lilium DNA synthesized during pachytene consist of families that have a considerably lower divergence than those of total genomic middle repeat DNA, the latter having an average divergence of 10%. 80% of the sequences synthesized during the early phase of pachytene and 100% of those synthesized during the latter phase of pachytene reassociate with perfect or near-perfect fidelity. Except for the small amount of DNA synthesized during early pachytene, pachytene middle repeat sequences are non-divergent and thus constitute a distinctive subset of total moderately repetitive DNA. The modal length of pachytene and total middle repeat sequences are similar. In contrast to earlier measurements based on isotope incorporation, the modal length is of the order of 1500–2000 base pairs, ten times the previously estimated size. Calculations based on the new length lead to the conclusion that pachytene middle repeat sequences account for 1% of the genome.

RecA-like proteins have been purified from somatic and meiotic cells of mouse and lily. The rec proteins have been designated "s-rec" and "m-rec" to indicate their respective tissues of origin. The two proteins differ in molecular weight and in their response to temperature, the latter being consistent with the optimal temperature for physiological function of their tissues of origin. There is a major increase in m-rec protein with the entry of cells into meiosis, the peak of activity being early pachytene. Extracts of the cells and also those of yeast (Saccharomyces cerevisiae) have been prepared that have the capacity to catalyze homologous recombination. These extracts behave similarly to the m-rec proteins upon entry of cells into meiosis. Yeast transferred to sporulation medium displays a 100-fold increase in the recombination activity of the extract at about the time of entry into meiosis. The occurrence of peak levels of m-rec and recombination activity in extracts from cells in early pachytene points strongly to that stage as the time at which the enzymatic phase of recombination occurs.

Publisher Summary This chapter discusses the role of moderately repetitive DNA in evolution. Moderately repetitive sequences are found as dispersed segments among unrelated, often single-copy DNA sequences throughout the genome, while simple-sequence DNAs occur in long tandemly repeated clusters, frequently at the centromeric or telomeric regions of chromosomes. The chapter examines data on the organization of the moderately repetitive component in representatives of a spectrum of eukaryote lineages, paying attention to the differences in groups of relatively established phyletic affinity. Information is derived from studies involving direct experimental comparisons within taxa and genomes because this bears on the evolution of moderately repetitive DNA components in different groups. Thus, group-specific or convergent peculiarities may be readily identified. The chapter describes the approaches that can be made using the reassociation and sizing techniques as well as the types of information they have revealed in some prototype studies. The aspects of population genetics and speciation processes which may influence the evolution of moderately repetitive components are also considered.

Background Although numerous factors can influence gene expression, promoters are perhaps the most important component of the regulatory control process. Promoter regions are often defined as a region upstream of the transcriptional start. They contain regulatory elements that interact with regulatory proteins to modulate gene expression. Most genes possess their own unique promoter and large numbers of promoters are therefore available for study. Unfortunately, relatively few promoters have been isolated and characterized; particularly from soybean (Glycine max). Results In this research, a bioinformatics approach was first performed to identify members of the Gmubi ( G. m ax ubiquitin) and the GmERF ( G . m ax Ethylene Response Factor) gene families of soybean. Ten Gmubi and ten GmERF promoters from selected genes were cloned upstream of the gfp gene and successfully characterized using rapid validation tools developed for both transient and stable expression. Quantification of promoter strength using transient expression in lima bean (Phaseolus lunatus) cotyledonary tissue and stable expression in soybean hairy roots showed that the intensity of gfp gene expression was mostly conserved across the two expression systems. Seven of the ten Gmubi promoters yielded from 2- to 7-fold higher expression than a standard CaMV35S promoter while four of the ten GmERF promoters showed from 1.5- to 2.2-times higher GFP levels compared to the CaMV35S promoter. Quantification of GFP expression in stably-transformed hairy roots of soybean was variable among roots derived from different transformation events but consistent among secondary roots, derived from the same primary transformation events. Molecular analysis of hairy root events revealed a direct relationship between copy number and expression intensity; higher copy number events displayed higher GFP expression. Conclusion In this study, we present expression intensity data on 20 novel soybean promoters from two different gene families, ubiquitin and ERF. We also demonstrate the utility of lima bean cotyledons and soybean hairy roots for rapid promoter analyses and provide novel insights towards the utilization of these expression systems. The soybean promoters characterized here will be useful for production of transgenic soybean plants for both basic research and commercial plant improvement.