Using ribosomal protein genes as reference: a tale of caution

Background

Housekeeping genes are needed in every tissue as their expression is required for survival, integrity or duplication of every cell. Housekeeping genes commonly have been used as reference genes to normalize gene expression data, the underlying assumption being that they are expressed in every cell type at approximately the same level. Often, the terms “reference genes” and “housekeeping genes” are used interchangeably. In this paper, we would like to distinguish between these terms. Consensus is growing that housekeeping genes which have traditionally been used to normalize gene expression data are not good reference genes. Recently, ribosomal protein genes have been suggested as reference genes based on a meta-analysis of publicly available microarray data.

Methodology/Principal Findings

We have applied several statistical tools on a dataset of 70 microarrays representing 22 different tissues, to assess and visualize expression stability of ribosomal protein genes. We confirmed the housekeeping status of these genes, but further estimated expression stability across tissues in order to assess their potential as reference genes. One- and two-way ANOVA revealed that all ribosomal protein genes have significant expression variation across tissues and exhibit tissue-dependent expression behavior as a group. Via multidimensional unfolding analysis, we visualized this tissue-dependency. In addition, we explored mechanisms that may cause tissue dependent effects of individual ribosomal protein genes.

Conclusions/Significance

Here we provide statistical and biological evidence that ribosomal protein genes exhibit important tissue-dependent variation in mRNA expression. Though these genes are most stably expressed of all investigated genes in a meta-analysis they cannot be considered true reference genes.     

Concordant gene expression in leukemia cells and normal leukocytes is associated with germline cis-SNPs

The degree to which gene expression covaries between different primary tissues within an individual is not well defined. We hypothesized that expression that is concordant across tissues is more likely influenced by genetic variability than gene expression which is discordant between tissues. We quantified expression of 11,873 genes in paired samples of primary leukemia cells and normal leukocytes from 92 patients with acute lymphoblastic leukemia (ALL). Genetic variation at >500,000 single nucleotide polymorphisms (SNPs) was also assessed. The expression of only 176/11,783 (1.5%) genes was correlated (p<0.008, FDR = 25%) in the two tissue types, but expression of a high proportion (20 of these 176 genes) was significantly related to cis-SNP genotypes (adjusted p<0.05). In an independent set of 134 patients with ALL, 14 of these 20 genes were validated as having expression related to cis-SNPs, as were 9 of 20 genes in a second validation set of HapMap cell lines. Genes whose expression was concordant among tissue types were more likely to be associated with germline cis-SNPs than genes with discordant expression in these tissues; genes affected were involved in housekeeping functions (GSTM2, GAPDH and NCOR1) and purine metabolism.     

Indirect and suboptimal control of gene expression is widespread in bacteria

Gene regulation in bacteria is usually described as an adaptive response to an environmental change so that genes are expressed when they are required. We instead propose that most genes are under indirect control: their expression responds to signal(s) that are not directly related to the genes’ function. Indirect control should perform poorly in artificial conditions, and we show that gene regulation is often maladaptive in the laboratory. In Shewanella oneidensis MR‐1, 24% of genes are detrimental to fitness in some conditions, and detrimental genes tend to be highly expressed instead of being repressed when not needed. In diverse bacteria, there is little correlation between when genes are important for optimal growth or fitness and when those genes are upregulated. Two common types of indirect control are constitutive expression and regulation by growth rate; these occur for genes with diverse functions and often seem to be suboptimal. Because genes that have closely related functions can have dissimilar expression patterns, regulation may be suboptimal in the wild as well as in the laboratory.     

Oxymoron no more: the expanding world of heterochromatic genes

Heterochromatin has been oversimplified and even misunderstood. In particular, the existence of heterochromatic genes is often overlooked. Diverse types of genes reside within regions classified as constitutive heterochromatin and activating influences of heterochromatin on gene expression in Drosophila are well documented. These properties are usually considered paradoxical because heterochromatin is commonly portrayed as "silent chromatin". In the past, studies of heterochromatic genes were limited to a few Drosophila genes. However, the recent discovery of several hundred heterochromatic genes in Drosophila, plants and mammals through sequencing projects offers new opportunities to examine the variety of ways in which heterochromatin influences gene expression. Comparative genomics is revealing diverse origins of heterochromatic genes and remarkable evolutionary fluidity between heterochromatic and euchromatic domains. These features justify a broader view of heterochromatin, one that accommodates repressive, permissive and activating effects on gene expression, and recognizes chromosomal and evolutionary transitional states between heterochromatin and euchromatin.     

T7 RNA聚合酶基因表达系统在鱼腥藻7120中构建及hG-CSF的表达

外源基因的表达效率低是蓝藻基因工程发展的瓶颈之一,T7 RNA聚合酶表达系统实现了大肠杆菌中外源基因的高效表达,蓝藻与大肠杆菌同为革兰氏阴性菌,具有较高的遗传同源性,在蓝藻中构建T7 RNA聚合酶表达系统有可能提高外源基因在蓝藻中的表达效率。为了在鱼腥藻7120中构建T7 RNA聚合酶表达系统,采用重叠延伸PCR技术和酶切连接等方法构建能够表达T7 RNA聚合酶的定点整合载体pEASY-T1-F1-TacT7RNAPCmR-F2以及由T7启动子驱动hG-CSF基因表达的穿梭表达载体pRL-T7-hG-CSF;采用电击转化法将定点整合载体导入野生型鱼腥藻中,通过三亲接合的方法将穿梭表达载体转入已定点整合T7 RNA聚合酶的转基因鱼腥藻中。利用PCR技术鉴定外源基因在蓝藻中的存在;RT-PCR方法检测外源基因在蓝藻中的转录情况;Western blotting实验检测外源基因在蓝藻中的蛋白表达情况。结果表明两种载体构建成功,T7 RNA聚合酶基因和hG-CSF基因被转入鱼腥藻中,两个基因均在藻中表达,T7 RNA聚合酶表达系统在鱼腥藻中构建成功,与传统蓝藻表达系统相比,文中在鱼腥藻中构建的T7表达系统使hG-CSF基因的表达量提高2倍。该表达系统将为蓝藻基因工程的应用提供更优的工具,将促进蓝藻作为底盘细胞在合成生物学等领域的发展。     

Analysis of histone acetyltransferase and deacetylase families of Vitis vinifera

Histone acetyltransferases (HATs) and deacetylases (HDACs) play critical roles in the regulation of chromatin structure and gene expression. In plants, these genes are emerging as crucial players in all aspects of development. As part of our study regarding the growth and development of grapevine (Vitis vinifera), we report the genome-wide analysis of HAT and HDAC genes. This analysis revealed the presence of 7 and 13 genes coding for putative HATs and HDACs, respectively. In this work, we present a complete analysis of these families with regards to their phylogenetic relationships with orthologous genes identified in other sequenced plant genomes, their genome location, gene structure and expression. The genes identified can be grouped into different families as has been previously described for other eukaryotic species. The organ-specific expression pattern of HAT and HDAC genes indicates that some genes have different expression profiles, and their potential involvement during grape development is discussed.     

Construction of mathematical model for high-level expression of foreign genes in pPIC9 vector and its verification

In this report, we introduced a mathematical model for high-level expression of foreign genes in pPIC9 vector. At first, we collected 40 heterologous genes expressed in pPIC9 vector, and these 40 genes were classified into high-level expression group (expression level >100mg/L, 12 genes) and low-level expression group (expression level <100mg/L, 28 genes). Then, the Naive Bayes method was used to construct the model with RNA secondary structure profile of 3'-end of foreign genes as features. The classification accuracy from leave-one-out cross-validation was 100%. Finally, another five genes collected from literatures were used to test the ability of the model. The results indicated that there were four genes correctly predicted. In addition, the model was also verified by expressing human neutrophil gelatinase-associated lipocalin (NGAL) gene with expression level more than 100mg/L. Therefore, we propose that the model can be used to predict the expression level of heterologous genes before experiments and optimize the experiment designs to obtain the high-level expression. Furthermore, we have developed a web server for evaluation and design for high-level expression of foreign genes, which is accessible at http://ppic9.med.stu.edu.cn/ppic9.     

Dynamic domains of gene expression in the early avian forebrain.

The expression domains of genes implicated in forebrain patterning often share borders at specific anteroposterior positions. This observation lies at the heart of the prosomeric model, which proposes that such shared borders coincide with proposed compartment boundaries and that specific combinations of genes expressed within each compartment are responsible for its patterning. Thus, genes such as Emx1, Emx2, Pax6, and qin (Bf1) are seen as being responsible for specifying different regions in the forebrain (diencephalon and telencephalon). However, the early expression of these genes, before the appearance of putative compartment boundaries, has not been characterized. In order to determine whether they have stable expression domains before this stage, we have compared mRNA expression of each of the above genes, relative both to one another and to morphological landmarks, in closely staged chick embryos. We find that, between HH stage 8 and HH stage 13, each of the genes has a dynamic spatial and temporal expression pattern. To test for autonomy of gene expression in the prosencephalon, we grafted tissue from this region to more caudal positions in the neural tube and analyzed for expression of Emx1, Emx2, qin, or Pax6. We find that gene expression is autonomous in prosencephalic tissue from as early as HH stage 8. In the case of Emx1, our data suggest that, from as early stage 8, presumptive telencephalic tissue also is committed to express this gene. We propose that early patterning along the anteroposterior axis of the presumptive telencephalon occurs across a field that is subdivided by different combinations of genes, with some overlapping areas, but without either sharp boundaries or stable interfaces between expression domains.