Assessing the biological significance of gene expression signatures and co-expression modules by studying their network properties

Microarray experiments have been extensively used to define signatures, which are sets of genes that can be considered markers of experimental conditions (typically diseases). Paradoxically, in spite of the apparent functional role that might be attributed to such gene sets, signatures do not seem to be reproducible across experiments. Given the close relationship between function and protein interaction, network properties can be used to study to what extent signatures are composed of genes whose resulting proteins show a considerable level of interaction (and consequently a putative common functional role).We have analysed 618 signatures and 507 modules of co-expression in cancer looking for significant values of four main protein-protein interaction (PPI) network parameters: connection degree, cluster coefficient, betweenness and number of components. A total of 3904 gene ontology (GO) modules, 146 KEGG pathways, and 263 Biocarta pathways have been used as functional modules of reference.Co-expression modules found in microarray experiments display a high level of connectivity, similar to the one shown by conventional modules based on functional definitions (GO, KEGG and Biocarta). A general observation for all the classes studied is that the networks formed by the modules improve their topological parameters when an external protein is allowed to be introduced within the paths (up to the 70% of GO modules show network parameters beyond the random expectation). This fact suggests that functional definitions are incomplete and some genes might still be missing. Conversely, signatures are clearly not capturing the altered functions in the corresponding studies. This is probably because the way in which the genes have been selected in the signatures is too conservative. These results suggest that gene selection methods which take into account relationships among genes should be superior to methods that assume independence among genes outside their functional contexts.     

Limited homology between trg and the other transducer proteins of Escherichia coli.

Transducers are transmembrane proteins that are central to the chemotactic system of Escherichia coli. The proteins transduce ligand recognition into an excitatory signal and function in adaptation as methyl-accepting proteins. The transducer genes tsr, tar, and tap have extensive homology with each other. However, previous studies revealed little indication of homology between those three transducer genes and a fourth gene, trg. We investigated the relationship between trg and the other genes by blot-hybridization experiments and the relationship between Trg and the other transducer proteins by immune precipitation and experiments with an antiserum raised to purified Trg protein. In experiments in which 35% mismatch would be tolerated, weak hybridization of trg was detected to a DNA fragment containing tar and tap but not to a fragment containing tsr. In experiments in which only 30% mismatch would be tolerated, no trg hybridization was apparent either to total chromosomal DNA or to DNA from hybrid plasmids carrying the other transducer genes. An anti-Trg serum formed immune precipitates with the Tsr and Tar proteins as well as with the Trg protein to which it was raised. We conclude that there is homology between Trg and the other transducer, but the homology is more limited than that shared among the other transducers. Furthermore, we found no indication of additional transducer genes closely related to trg. Thus, the trg gene is a somewhat distant cousin within a single transducer gene family of E. coli.     

Gymnosperm Orthologues of Class B Floral Homeotic Genes and Their Impact on Understanding Flower Origin

Class B floral homeotic genes play a key role in specifying the identity of male reproductive organs (stamens) and petals during the development of flowers. Recently, close relatives (orthologues) of these genes have been found in diverse gymnosperms, the sister group of the flowering plants (angiosperms). The fact that such genes have not been found so far, despite considerable efforts, in mosses, ferns or algae, has been taken as evidence to suggest that B genes originated 300–400 million years ago in a lineage that led to extant seed plants. Gymnosperms do not develop petals, and their male reproductive organs deviate considerably from angiosperm stamens. So what is the function of gymnosperm B genes? Recent experiments revealed that B genes from diverse extant gymnosperms are exclusively expressed in male reproductive organs (microsporophylls). At least for some of these genes it has been shown that they can partially substitute for the Arabidopsis B genes AP3 and PI in ectopic expression experiments, or even partially substitute these genes in different class B floral organ identity gene mutants. This functional complementation, however, is restricted to male organ development. These findings strongly suggest that gymnosperm and angiosperm B genes have highly related interaction partners and equivalent functions in the male organs of their different host species. It seems likely that in extant gymnosperms B genes have a function in specifying male reproductive organs. This function was probably established already in the most recent common ancestor of extant gymnosperms and angiosperms (seed plants) 300 million years ago and thus represents the ancestral function of seed plant B genes, from which other functions (e.g., in specifying petal identity) might have been derived. This suggests that the B gene function is part of an ancestral sex determination system in which B gene expression specifies male reproductive organ development, while the absence of B gene expression leads to the formation of female reproductive organs. Such a simple switch mechanism suggests that B genes might have played a central role during the origin of flowers. In the out-of-male and out-of-female hypotheses changes in B gene expression led to the origin of hermaphroditic flower precursors out of male or female gymnosperm reproductive cones, respectively. We compare these hypotheses with other recent molecular hypotheses on the origin of flowers, in which C/D and FLORICAULA/LEAFY-like genes is given a more prominent role, and we suggest how these hypotheses might be tested in the future.     

Discovering local structure in gene expression data: the order-preserving submatrix problem.

This paper concerns the discovery of patterns in gene expression matrices, in which each element gives the expression level of a given gene in a given experiment. Most existing methods for pattern discovery in such matrices are based on clustering genes by comparing their expression levels in all experiments, or clustering experiments by comparing their expression levels for all genes. Our work goes beyond such global approaches by looking for local patterns that manifest themselves when we focus simultaneously on a subset G of the genes and a subset T of the experiments. Specifically, we look for order-preserving submatrices (OPSMs), in which the expression levels of all genes induce the same linear ordering of the experiments (we show that the OPSM search problem is NP-hard in the worst case). Such a pattern might arise, for example, if the experiments in T represent distinct stages in the progress of a disease or in a cellular process and the expression levels of all genes in G vary across the stages in the same way. We define a probabilistic model in which an OPSM is hidden within an otherwise random matrix. Guided by this model, we develop an efficient algorithm for finding the hidden OPSM in the random matrix. In data generated according to the model, the algorithm recovers the hidden OPSM with a very high success rate. Application of the methods to breast cancer data seem to reveal significant local patterns.     

Replication of UV-damaged DNA: new insights into links between DNA polymerases, mutagenesis and human disease

The existence of homologous genes in diverse species is intriguing. A detailed comparison of the structure and function of gene families may provide important insights into gene regulation and evolution. An unproven assumption is that homologous genes have a common ancestor. During evolution, the original function of the ancestral gene might be retained in the different species which evolved along separate courses. In addition, new functions could have developed as the sequence began to diverge. This may also explain partly the presence of multipurpose genes, which have multiple functions at different stages of development and in different tissues. The Drosophila gene snail is a multipurpose gene; it has been demonstrated that snail is critical for mesoderm formation, for CNS development, and for wing cell fate determination. The related vertebrate Snail and Slug genes have also been proposed to participate in mesoderm formation, neural crest cell migration, carcinogenesis, and apoptosis. In this review, we will discuss the Snail/Slug family of regulators in species ranging from insect to human. We will present the protein structures, expression patterns, and functions based on molecular genetic analyses. We will also include the studies that helped to elucidate the molecular mechanisms of repression and the relationship between the conserved and divergent functions of these genes. Moreover, the studies may enable us to trace the evolution of this gene family.     

Importance of widespread gene transfer agent genes in alpha-proteobacteria

The gene transfer agent produced by Rhodobacter capsulatus (RcGTA) is a model for several virus-like elements that seem to function solely for mediating gene exchange. Several genes that encode RcGTA are clearly related to bacteriophage genes but the cellular regulatory mechanisms that control RcGTA production indicate that RcGTA is more than just a defective prophage. Genome sequencing projects show that seemingly functional RcGTA-like structural gene clusters are present in many other species of alpha-proteobacteria, which might also produce RcGTA-like particles. Here, we use the genomic sequence data that are currently available to identify candidate GTA-producing species and propose an evolutionary scheme for RcGTA-like elements in the alpha-proteobacteria.     

利用SSH文库技术分离鉴定常春藤应答甲醛胁迫相关基因

很多研究结果证实常春藤可以有效吸收气体甲醛,本研究结果表明常春藤叶片也可以有效吸收液体甲醛,甲醛吸收量和时间呈指数函数关系。2、4、6mmol·L-1液体甲醛处理均在常春藤叶片内诱发氧化胁迫,但2mmol·L-1液体甲醛胁迫在常春藤叶片内诱发的氧化胁迫水平较低。此外,2mmol·L-1液体甲醛胁迫还显著提高了常春藤叶片内可溶性糖和可溶性蛋白的含量,说明常春藤对2mmol-L-1液体甲醛胁迫的抗性较强。通过构建2mmol.L-1液体甲醛胁迫2-48h常春藤叶片的正向SSHcDNA文库,分离鉴定常春藤叶片中的甲醛胁迫应答基因并对甲醛胁迫应答基因进行功能聚类,结果说明光合作用和代谢相关基因占的比例最大,表达分析结果证实光合作用和代谢相关基因在2mmol·L-1液体甲醛胁迫的不同阶段被诱导上调表达,这些基因的上调表达可能和甲醛在常春藤叶片内的代谢脱毒有关。此外,参与植物对多种生物和非生物胁迫应答的14—3-3蛋白基因（14—3-3p）也受2mmol·L-1液体甲醛胁迫的强烈诱导,该基因的上调表达可能参与甲醛胁迫下常春藤叶片内可溶性蛋白的合成与抗氧化系统活性的调控作用,是常春藤叶片应答甲醛胁迫的重要基因之一。     

Antagonistic functional duality of cancer genes

Cancer evolution is a stochastic process both at the genome and gene levels. Most of tumors contain multiple genetic subclones, evolving in either succession or in parallel, either in a linear or branching manner, with heterogeneous genome and gene alterations, extensively rewired signaling networks, and addicted to multiple oncogenes easily switching with each other during cancer progression and medical intervention. Hundreds of discovered cancer genes are classified according to whether they function in a dominant (oncogenes) or recessive (tumor suppressor genes) manner in a cancer cell. However, there are many cancer “gene-chameleons”, which behave distinctly in opposite way in the different experimental settings showing antagonistic duality. In contrast to the widely accepted view that mutant NADP⁺-dependent isocitrate dehydrogenases 1/2 (IDH1/2) and associated metabolite 2-hydroxyglutarate (R)-enantiomer are intrinsically “the drivers” of tumourigenesis, mutant IDH1/2 inhibited, promoted or had no effect on cell proliferation, growth and tumorigenicity in diverse experiments. Similar behavior was evidenced for dozens of cancer genes. Gene function is dependent on genetic network, which is defined by the genome context. The overall changes in karyotype can result in alterations of the role and function of the same genes and pathways. The diverse cell lines and tumor samples have been used in experiments for proving gene tumor promoting/suppressive activity. They all display heterogeneous individual karyotypes and disturbed signaling networks. Consequently, the effect and function of gene under investigation can be opposite and versatile in cells with different genomes that may explain antagonistic duality of cancer genes and the cell type- or the cellular genetic/context-dependent response to the same protein. Antagonistic duality of cancer genes might contribute to failure of chemotherapy. Instructive examples of unexpected activity of cancer genes and “paradoxical” effects of different anticancer drugs depending on the cellular genetic context/signaling network are discussed.     

Essential genes that regulate apoptosis

The expression of several genes has been associated with the induction of apoptosis in a wide variety of vertebrate and invertebrate organisms. However, relatively few gene products have been demonstrated to be required for cell death. This review highlights genes that are required for apoptosis and proposes mechanisms by which the proteins encoded by these genes might function.     

脊椎动物FoxO基因亚族的进化

本研究以脊椎动物FoxO作为研究对象,选取NCBI上公布的多个FoxO基因编码蛋白的核苷酸序列,重点分析Fox O蛋白质结构和功能的相似性与差异性,重建FoxO基因的系统发育树并进行选择压力分析,对FoxO基因亚族的起源和进化进行研究分析。结果显示:脊椎动物FoxO蛋白间Forhead结构域十分保守但核定位信号区结构差异较明显,尤其是FoxO6蛋白,并且多个磷酸化位点在哺乳动物FoxO6中缺失,削弱核输出信号,但在斑马鱼和原鸡的FoxO6中未缺失这些位点,推测其胞质定位调控作用仍十分重要。FoxO3中多个磷酸化位点可能与寿命延长作用相关。系统发育树表明FoxO1是FoxO基因的祖先基因,不同FoxO基因进化速率不同。选择压力分析结果显示FoxO基因过程每个位点经历不同的选择压,并且获得25个正选择位点,这些正选择位点可能对FoxO不同基因的形成和新功能的产生中具有十分重要的作用。     

Vertebrate Sprouty genes are induced by FGF signaling and can cause chondrodysplasia when overexpressed.

The Drosophila sprouty gene encodes an antagonist of FGF and EGF signaling whose expression is induced by the signaling pathways that it inhibits. Here we describe a family of vertebrate Sprouty homologs and demonstrate that the regulatory relationship with FGF pathways has been conserved. In both mouse and chick embryos, Sprouty genes are expressed in intimate association with FGF signaling centers. Gain- and loss-of-function experiments demonstrate that FGF signaling induces Sprouty gene expression in various tissues. Sprouty overexpression obtained by infecting the prospective wing territory of the chick embryo with a retrovirus containing a mouse Sprouty gene causes a reduction in limb bud outgrowth and other effects consistent with reduced FGF signaling from the apical ectodermal ridge. At later stages of development in the infected limbs there was a dramatic reduction in skeletal element length due to an inhibition of chondrocyte differentiation. The results provide evidence that vertebrate Sprouty proteins function as FGF-induced feedback inhibitors, and suggest a possible role for Sprouty genes in the pathogenesis of specific human chondrodysplasias caused by activating mutations in Fgfr3.