The combination of stable isotope labeling (SIL) with mass spectrometry (MS) allows comparison of the abundance of thousands of proteins in complex mixtures. However, interpretation of the large data sets generated by these techniques remains a challenge because appropriate statistical standards are lacking. Here, we present a generally applicable model that accurately explains the behavior of data obtained using current SIL approaches, including 18O, iTRAQ, and SILAC labeling, and different MS instruments. The model decomposes the total technical variance into the spectral, peptide, and protein variance components, and its general validity was demonstrated by confronting 48 experimental distributions against 18 different null hypotheses. In addition to its general applicability, the performance of the algorithm was at least similar than that of other existing methods. The model also provides a general framework to integrate quantitative and error information fully, allowing a comparative analysis of the results obtained from different SIL experiments. The model was applied to the global analysis of protein alterations induced by low H2O2 concentrations in yeast, demonstrating the increased statistical power that may be achieved by rigorous data integration. Our results highlight the importance of establishing an adequate and validated statistical framework for the analysis of high-throughput data.
The Escherichia coli protein Hha is a temperature- and osmolarity-dependent modulator of the expression of the hemolysin operon. The Hha protein was purified and its DNA-binding properties analyzed. Hha binds in a non-specific manner throughout the upstream regulatory region of the hemolysin operon in the recombinant hemolytic plasmid pANN202-312. A search for interacting proteins revealed that Hha interacts with H-NS. DNA-binding studies showed that, in vitro, Hha and H-NS together form a complex with DNA that differs from those formed with either protein alone. These data, together with the effects of hha and hns mutations on the expression of the hemolysin genes, suggest that in vivo H-NS and Hha form a nucleoid-protein complex that accounts for the thermo-osmotic regulation of the hemolysin operon in E. coli.
Phytochromes are widely distributed biliprotein photoreceptors. Typically, the chromophore becomes covalently linked to the protein during an autocatalytic lyase reaction. Plant and cyanobacterial phytochromes incorporate bilins with a ring A ethylidene side chain, whereas other bacterial phytochromes utilize biliverdin as chromophore, which has a vinyl ring A side chain. For Agrobacterium phytochrome Agp1, site-directed mutagenesis provided evidence that biliverdin is bound to cysteine 20. This cysteine is highly conserved within bacterial homologues, but its role as attachment site has as yet not been proven. We therefore performed mass spectrometry studies on proteolytic holopeptide fragments. For that purpose, an Agp1 expression vector was re-engineered to produce a protein with an N-terminal affinity tag. Following proteolysis, the chromophore co-purified with a ca. 5 kDa fragment during affinity chromatography, showing that the attachment site is located close to the N-terminus. Mass spectrometry analyses performed with the purified chromopeptide confirmed the role of the cysteine 20 as biliverdin attachment site. We also analyzed the role of the highly conserved histidine 250 by site-directed mutagenesis. The homologous amino acid plays an important but yet undefined role in plant phytochromes and has been proposed as chromophore attachment site of Deinococcus phytochrome. We found that in Agp1, this amino acid is dispensable for covalent attachment, but required for tight chromophore-protein interaction.
Human ras genes play central roles in coupling extracellular signals with complex intracellular networks controlling proliferation, differentiation, and apoptosis, among others processes. c-H-ras pre-mRNA can be alternatively processed into two mRNAs due to the inclusion or exclusion of the alternative exon IDX; this renders two proteins, p21H-Ras and p19H-RasIDX, which differ only at the carboxy terminus. Here, we have characterized some of the cis-acting sequences and trans-acting factors regulating IDX splicing. A downstream intronic silencer sequence (rasISS1), acting in concert with IDX, negatively regulates upstream intron splicing. This effect is mediated, at least in part, by the binding of hnRNP A1. Depletion and add-back experiments in nuclear extracts have confirmed hnRNP A1's inhibitory role in IDX splicing. Moreover, the addition of two SR proteins, SC35 and SRp40, can counteract this inhibition by strongly promoting the splicing of the upstream intron both in vivo and in vitro. Further, the RNA-dependent helicase p68 is also associated with both IDX and rasISS1 RNA, and suppression of p68 expression in HeLa cells by RNAi experiments results in a marked increase of IDX inclusion in the endogenous mRNA, suggesting a role for this protein in alternative splicing regulation.A common mechanism for gene expression regulation in metazoa is the use of alternative splice sites (SS) to produce multiple protein-coding sequences from the same pre-mRNA. It was recently predicted that nearly 60% of all human genes undergo at least one process of alternative splicing (41). The ever increasing known examples of alternative pre-mRNA processing are often tissue type or developmental state specific, indicating that complex regulation is involved in the selection of SS pairs (for a review, see reference 47). However, little is yet known about the detailed mechanisms regulating alternative splicing in mammalian cells.A number of RNA sequences that positively or negatively regulate the inclusion of alternative exons have been identified (12,22,24,26,32,35,38,42,61). Binding of certain sets of splicing factors to these regulatory sequences, together with the intrinsic strengths of the SS, dictates the specificity and efficiency of splicing, resulting in promotion or repression of each splicing event.The SR protein family is a well-characterized class of proteins involved in both constitutive and alternative splicing (29,58). Their mechanism of action involves binding to certain RNA sequences (commonly exonic enhancers) through their RNA recognition motifs and the recruitment of other splicing factors, stimulating the splicing efficiency of weak adjacent SS (1,30,33,56). SR protein binding to an exon is known to increase the binding of U2AF 65 to an upstream 3ЈSS (60) or that of U1 snRNP to a downstream 5ЈSS (6,27,36,39). SR proteins can also act in a RNA binding-independent way, promoting the assembly of general splicing factors in the proteinprotein network interactions that make up the mature spliceosome (5). Factors o...
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