Housekeeping genes in cancer: normalization of array data

Biological maintenance of cells under variable conditions should affect gene expression of only certain genes while leaving the rest unchanged. The latter, termed "housekeeping genes," by definition must reflect no change in their expression levels during cell development, treatment, or disease state anomalies. However, deviations from this rule have been observed. Using DNA microarray technology, we report here variations in expression levels of certain housekeeping genes in prostate cancer and a colorectal cancer gene therapy model system. To highlight, differential expression was observed for ribosomal protein genes in the prostate cancer cells and beta-actin in treated colorectal cells. High-throughput differential gene expression analysis via microarray technology and quantitative PCR has become a common platform for classifying variations in similar types of cancers, response to chemotherapy, identifying disease markers, etc. Therefore, normalization of the system based on housekeeping genes, such as those reported here in cancer, must be approached with caution.     

内参基因加标法定量土壤微生物目标基因绝对拷贝数

【目的】通过荧光定量PCR技术对土壤微生物目标基因进行绝对定量,其定量结果的准确性容易受到DNA提取得率以及腐殖酸抑制性的影响。【方法】采用内参基因加标法,利用构建的突变质粒DNA,对供试水稻土壤样品中的微生物16S r RNA目标基因的绝对拷贝数进行荧光定量PCR检测,用来表征该样品中细菌群落总体丰度。在定量前通过双向引物扩增方法验证突变质粒中的内参基因对供试土壤的特异性。【结果】不同水稻土壤样品的DNA提取量在样品间差异较大。通过内参基因加标法对DNA提取量进行校正,显著提高了16S r RNA基因绝对定量的精确度。不同水稻土壤样品间的变异系数为17.8,与未加标处理相比降低了66.7%。在此基础上,进一步通过内参基因加标法对土壤有机质和含水率均呈现典型空间特征差异的6处亚热带湿地土壤样品中的16S r RNA基因进行绝对定量。16S r RNA基因绝对拷贝数与土壤微生物生物量碳具有显著的线性相关性(R2=0.694,P0.001),表明内参校正后的16S r RNA基因绝对拷贝数可以准确反映单位质量土壤中微生物的丰度。【结论】内参基因加标法可以对DNA提取得率以及腐殖酸对PCR扩增的抑制性进行校正,从而提高绝对定量的准确性。基于内参基因加标法的目标基因绝对定量PCR检测,可作为土壤微生物生物量测量,以及微生物功能基因绝对丰度定量的一种核酸检测方法。     

Housekeeping genes for phylogenetic analysis of eutherian relationships

The molecular relationship of placental mammals has attracted great interest in recent years. However, 2 crucial and conflicting hypotheses remain, one with respect to the position of the root of the eutherian tree and the other the relationship between the orders Rodentia, Lagomorpha (rabbits, hares), and Primates. Although most mitochondrial (mt) analyses have suggested that rodents have a basal position in the eutherian tree, some nuclear data in combination with mt-rRNA genes have placed the root on the so-called African clade or on a branch that includes this clade and the Xenarthra (e.g., anteater and armadillo). In order to generate a new and independent set of molecular data for phylogenetic analysis, we have established cDNA sequences from different tissues of various mammalian species. With this in mind, we have identified and sequenced 8 housekeeping genes with moderately fast rate of evolution from 22 placental mammals, representing 11 orders. In order to determine the root of the eutherian tree, the same genes were also sequenced for 3 marsupial species, which were used as outgroup. Inconsistent with the analyses of nuclear + mt-rRNA gene data, the current data set did not favor a basal position of the African clade or Xenarthra in the eutherian tree. Similarly, by joining rodents and lagomorphs on the same basal branch (Glires hypothesis), the data set is also inconsistent with the tree commonly favored in mtDNA analyses. The analyses of the currently established sequences have helped examination of problematic parts in the eutherian tree at the same time as they caution against suggestions that have claimed that basal eutherian relationships have been conclusively settled.     

Heat-stress-dependency and developmental modulation of gene expression: the potential of house-keeping genes as internal standards in mRNA expression profiling using real-time RT-PCR

The potential of different house-keeping genes for their use as internal standards of gene expression under changing environmental conditions and in different organs of plants was assessed. Using real-time PCR mRNA levels were precisely quantified for preselected actin and ribosomal protein genes in Arabidopsis thaliana (L.) Heinh. and Nicotiana tabacum L. grown at normal temperature and following heat stress. In tobacco leaves the mRNA levels of the constitutively expressed ribosomal protein gene Nt-L25 and the actin genes Nt-ACT9 and At-ACT66 were strongly reduced (to approximately 10%) during heat stress. Heat stress applied at the temperature optimum (37 degrees C) for elicitation of a heat stress response to Arabidopsis leaves resulted in a strong induction (several thousand-fold) of the mRNA heat shock protein genes, At-HSP17.6 and At-HSP18.2. Concomitantly, the mRNA levels of constitutively expressed actin 2 (At-ACT2) and ribosomal protein L23 (At-L23a) genes were reduced to approximately 50% of the levels in leaves incubated at room temperature. Conversely, under severe heat stress conditions (44 degrees C), the induction of At-HSP17.6 and At-HSP18.2 mRNAs was insignificant, the mRNA levels of At-ACT2 remained at approximately the same levels as in leaves incubated at room temperature, whereas the mRNA level of At-L23 declined. The mRNA levels of At-ACT2 and At-L23a examined in stem, flower and siliques of Arabidopsis plants grown under non-stress condition showed differential alterations; the mRNA level of ribosomal protein L23 correlates with the metabolic activity of tissues. The potential use of house-keeping gene expression as standards in expression profiling and the mechanisms modulating the mRNA levels are discussed.     

Quantitative mouse brain proteomics using culture-derived isotope tags as internal standards

An important challenge for proteomics is to be able to compare absolute protein levels across biological samples. Here we introduce an approach based on the use of culture-derived isotope tags (CDITs) for quantitative tissue proteome analysis. We cultured Neuro2A cells in a stable isotope-enriched medium and mixed them with mouse brain samples to serve as internal standards. Using CDITs, we identified and quantified a total of 1,000 proteins, 97-98% of which were expressed in both mouse whole brain and Neuro2A cells. CDITs also allow comprehensive and absolute protein quantification. Synthetic unlabeled peptides were used to quantify the corresponding proteins labeled with stable isotopes in Neuro2A cells, and the results were used to obtain the absolute amounts of 103 proteins in mouse whole brain. The expression levels correlated well with those in Neuro2A cells. Thus, the use of CDITs allows both relative and absolute quantitative proteome studies.     

Mitochondrial nucleic acids as internal standards for blot hybridization analyses.

A plasmid, designated p72, constructed from human lung carcinoma DNA inserted into the promoterless herpes simplex virus thymidine kinase gene pML-TK-Bgl II vector, hybridizes strongly to human nucleic acids on Southern and Northern blots. The portion of the DNA insert responsible for the strong signal following hybridization to human DNA or RNA is a 167-bp 3' terminal portion of the mitochondrial 16S ribosomal RNA gene. The expression of this gene is constitutive in the several human cell lines that were tested and is unaffected by exposure to cytotoxic chemicals that alter the expression of nuclear genes. This plasmid offers an excellent tool for studies of perturbations of gene expression and for controlling for the variations in sample preparation, loading, and transfer in Southern or Northern analysis of nucleic acids.     

Partial synthesis of ganglioside and lysoganglioside lipoforms as internal standards for MS quantification

Within recent years, ganglioside patterns have been increasingly analyzed by MS. However, internal standards for calibration are only available for gangliosides GM1, GM2, and GM3. For this reason, we prepared homologous internal standards bearing nonnatural fatty acids of the major mammalian brain gangliosides GM1, GD1a, GD1b, GT1b, and GQ1b, and of the tumor-associated gangliosides GM2 and GD2. The fatty acid moieties were incorporated after selective chemical or enzymatic deacylation of bovine brain gangliosides. For modification of the sphingoid bases, we developed a new synthetic method based on olefin cross metathesis. This method was used for the preparation of a lyso-GM1 and a lyso-GM2 standard. The total yield of this method was 8.7% for the synthesis of d17:1-lyso-GM1 from d20:1/18:0-GM1 in four steps. The title compounds are currently used as calibration substances for MS quantification and are also suitable for functional studies.     

Preservation of ranking order in the expression of human Housekeeping genes

Housekeeping (HK) genes fulfill the basic needs for a cell to survive and function properly. Their ubiquitous expression, originally thought to be constant, can vary from tissue to tissue, but this variation remains largely uncharacterized and it could not be explained by previously identified properties of HK genes such as short gene length and high GC content. By analyzing microarray expression data for human genes, we uncovered a previously unnoted characteristic of HK gene expression, namely that the ranking order of their expression levels tends to be preserved from one tissue to another. Further analysis by tensor product decomposition and pathway stratification identified three main factors of the observed ranking preservation, namely that, compared to those of non-HK (NHK) genes, the expression levels of HK genes show a greater degree of dispersion (less overlap), stableness (a smaller variation in expression between tissues), and correlation of expression. Our results shed light on regulatory mechanisms of HK gene expression that are probably different for different HK genes or pathways, but are consistent and coordinated in different tissues.     

Standardization of high-resolution flow cytometric DNA analysis by the simultaneous use of chicken and trout red blood cells as internal reference standards

Determination of nuclear DNA content by flow cytometry requires comparison with a reference standard. The use of external standards such as lymphocytes or granulocytes is time-consuming and inaccurate. Chicken red blood cells (CRBC) have a DNA content of 35% of the human diploid value and have been widely used as internal standard. The ratio calculated on the basis of the peak channel numbers of the standard and the sample and used to indicate the DNA content (DNA ratio) is, however, very sensitive to changes in the zero level adjustment of the flow cytometer. If two internal standards are used the DNA ratio becomes independent of the zero level. Rainbow trout red blood cells (TRBC) have a DNA content of 80% of human diploid cells. A mixture of CRBC and TRBC was prepared and stored in small aliquots at -80 degrees C. This mixture was added to the sample before staining. The day-to-day variation of the DNA ratio obtained by use of the two standards was smaller than that obtained by CRBC alone. The possibility of sex related differences in DNA content of CRBC and TRBC was examined. The results indicated that a new batch of standards should be tested against the old batch to avoid the introduction of a systematic error.     

Use of diploid and triploid trout erythrocytes as internal standards in flow cytometry.

DNA content determination requires the use of standards. Vindelov has shown the need to use two standards. Chicken and trout erythrocytes are commonly used, but they are not ideal standards. On the one hand, their DNA contents rarely frame the studied sample DNA content, and, on the other hand, as their base compositions are different in terms of A + T/G + C, their relative indices change according to the stains used. Use of triploid trout erythrocytes instead of chicken erythrocytes allows elimination of these two drawbacks; however, diploid trout must be differentiated from triploid trout. The present paper shows that an anatomic malformation is found with the triploid trout and so justifies the use of paired diploid and triploid trout as standards to measure nuclear DNA content.     

The quest for absolute abundance: The use of internal standards for DNA‐based community ecology

To characterize microbiomes and other ecological assemblages, ecologists routinely sequence and compare loci that differ among focal taxa. Counts of these sequences convey information regarding the occurrence and relative abundances of taxa, but provide no direct measure of their absolute abundances, due to the technical limitations of the sequencing process. The relative abundances in compositional data are inherently constrained and difficult to interpret. The incorporation of internal standards (ISDs; colloquially referred to as ‘spike‐ins’) into DNA pools can ameliorate the problems posed by relative abundance data and allow absolute abundances to be approximated. Unfortunately, many laboratory and sampling biases cause ISDs to underperform or fail. Here, we discuss how careful deployment of ISDs can avoid these complications and be an integral component of well‐designed studies seeking to characterize ecological assemblages via sequencing of DNA.     

Housekeeping and tissue-specific genes differ in simple sequence repeats in the 5'-UTR region

SSRs (simple sequence repeats) have been shown to have a variety of effects on an organism. In this study, we compared SSRs in housekeeping and tissue-specific genes in human and mouse, in terms of SSR types and distributions in different regions including 5'-UTRs, introns, coding exons, 3'-UTRs, and upstream regions. Among all these regions, SSRs in the 5'-UTR show the most distinction between housekeeping genes and tissue-specific genes in both densities and repeat types. Specifically, SSR densities in 5'-UTRs in housekeeping genes are about 1.7 times higher than those in tissue-specific genes, in contrast to the 0.8-1.2 times differences between the two classes of genes in other regions. Tri-SSRs in 5'-UTRs of housekeeping genes are more GC rich than those of tissue-specific genes and CGG, the dominant type of tri-SSR in 5'-UTR, accounts for 74-79% of the tri-SSRs in housekeeping genes, as compared to 42-57% in tissue-specific genes. 75% of the tri-SSRs in the 5'-UTR of housekeeping genes have 4-5 repeat units, versus the 86-90% in tissue-specific genes. Taken together, our results suggest that SSRs may have an effect on gene expression and may play an important role in contributing to the different expression profiles between housekeeping and tissue-specific genes.     

持家基因作为相对定量内标物的稳定性比较

定量PCR是在PCR定性技术基础上发展起来的核酸定量技术,定量检测时常用编码甘油醛-3-磷酸脱氢酶、β-肌动蛋白、28S和18SrRNA等的持家基因作为内部参照,这些基因被认为在某些类型细胞中的表达是恒定的。近年来,很多研究者发现上述持家基因的表达水平并不稳定,利用它们作为内标来定量并不准确。因此,在进行定量实验时应选择适当的2种或2种以上的内参基因,以减少检测标本间的差异。     

Trout and salmon erythrocytes and human leukocytes as internal standards for ploidy control in flow cytometry

Control of technique and use of biological standards in flow cytometry have become increasingly important due to the wider use of the method for ploidy determination of malignant tumors in clinical research. Trout (TRBC) and salmon erythrocytes and human buffy coat leukocytes were selected for a study of factors influencing the DNA stainability. Whether standard and test cells were mixed before or after enzymatic treatment and staining was found to be critical for the ploidy comparisons. Otherwise, artifactual differences of at least 20% may be noted, leading to an overestimation of DNA aneuploidy. The time from staining to analysis had minimal effect, with some exceptions. The proportions of different cells in the sample had no influence, and nonlinearity of measurements was negligible. Diploid cells in normal endometrium and benign ovarian tumors, as well as the diploid fraction of aneuploid tumor cells, were systematically measured to have a DNA staining 5-7% above human leukocytes.     

Minimally permutated peptide analogs as internal standards for relative and absolute quantification of peptides and proteins

A novel type of isobaric internal peptide standard for quantitative proteomics is described. The standard is a synthetic peptide derived from the target peptide by positional permutation of two amino acids. This type of internal standard is denominated minimally permutated peptide analog (MIPA). MIPA can be differentiated from their target analytes by LC‐MS due to individual retention times and/or by MS/MS due to specific fragment ions. Both quantification methods are demonstrated using peptide mixtures of low and high complexity.     

Facile preparation of deuterium-labeled N-acylhomoserine lactones as internal standards for isotope dilution mass spectrometry

N-Acylhomoserine lactones (AHLs) are widely conserved signal molecules that mediate quorum sensing in Gram-negative bacteria. In this study, deuterium-labeled AHLs were prepared for use as internal standards for isotope dilution mass spectrometry. Their utility in the sensitive and precise quantification of AHLs in culture supernatants of bacteria by GC/MS was demonstrated.