From proteomics toward systems biology: integration of different types of proteomics data into network models

Living organisms are comprised of various systems at different levels, i.e., organs, tissues, and cells. Each system carries out its diverse functions in response to environmental and genetic perturbations, by utilizing biological networks, in which nodal components, such as, DNA, mRNAs, proteins, and metabolites, closely interact with each other. Systems biology investigates such systems by producing comprehensive global data that represent different levels of biological information, i.e., at the DNA, mRNA, protein, or metabolite levels, and by integrating this data into network models that generate coherent hypotheses for given biological situations. This review presents a systems biology framework, called the 'Integrative Proteomics Data Analysis Pipeline' (IPDAP), which generates mechanistic hypotheses from network models reconstructed by integrating diverse types of proteomic data generated by mass spectrometry-based proteomic analyses. The devised framework includes a serial set of computational and network analysis tools. Here, we demonstrate its functionalities by applying these tools to several conceptual examples.     

Application of a peptide-based PF2D platform for quantitative proteomics in disease biomarker discovery

A peptide-based 2-D liquid phase fractionation (PF2D) system was used in a quantitative proteomic analysis of hepatocellular carcinoma. 2-D liquid maps of peptide specimens showed better resolution than those of proteins, leading to the identification of differentially expressed proteins. Peptide-based PF2D gave well-matched theoretical and experimental pI values and was proven to be a very efficient and versatile analytical tool for both large-scale profiling and quantification of phosphoproteins in disease biomarker discovery.     

Structural transitions of the RING1B C-terminal region upon binding the polycomb cbox domain

Polycomb group (PcG) proteins are required for maintaining cell identity and stem cell self-renewal. RING1B and Polycomb (Pc) are two components of a multiprotein complex called polycomb repression complex 1 (PRC1) that is essential for establishing and maintaining long-term repressed gene states. Here we characterize the interaction between the C-terminal region of RING1B (C-RING1B) and the Pc cbox domain. The C-RING1B-cbox interaction displays a 1:1 stoichiometry with dissociation constants ranging from 9.2 to 180 nM for the different Pc orthologues. NMR analysis of C-RING1B alone reveals line broadening. However, when it is in complex with the cbox domain, there is a striking change to the NMR spectrum indicative of conformational tightening. This conformational change may arise from the organization of the C-RING1B subdomains. The C-terminal regions of all PcG RING1 proteins are composed of two stretches of conserved sequences separated by a variable linker sequence. While the entire C-RING1B region is required for cbox binding, the N- and C-terminal halves of C-RING1B can be separated and are able to interact, suggesting the presence of an intramolecular interaction within C-RING1B. The flexibility within the C-RING1B structure allowing transitions between the intramolecular bound and unbound states may cause the broadened peaks of the C-RING1B NMR spectrum. Binding the cbox domain stabilizes C-RING1B, whereby broadening is eliminated. The presence of flexible regions could allow C-RING1B to bind a variety of different factors, ultimately recruiting RING1B and its associated PcG proteins to different genomic loci.     

Development of multiplex rt-PCR assays for rapid detection and subtyping of influenza type A viruses from clinical specimens

We developed multiplex RT-PCR assays that can detect and identify 12 hemagglutinin (H1-H12) and 9 neuraminidase (N1-N9) subtypes that are commonly isolated from avian, swine, and human influenza A viruses. RT-PCR products with unique sizes characteristic of each subtype were amplified by multiplex RT-PCRs, and sequence analysis of each amplicon was demonstrated to be specific for each subtype with 24 reference viruses. The specificity was demonstrated further with DNA or cDNA templates from 7 viruses, 5 bacteria, and 50 influenza A virus negative specimens. Furthermore, the assays could detect and subtype up to 105 dilution of each of the reference viruses that had an original infectivity titer of 106 EID50/ml. Of 188 virus isolates, the multiplex RT-PCR results agreed completely with individual RT-PCR subtyping results and with results obtained from virus isolations. Furthermore, the multiplex RT-PCR methods efficiently detected mixed infections with at least two different subtypes of influenza viruses in one host. Therefore, these methods could facilitate rapid and accurate subtyping of influenza A viruses directly from field specimens.     

SERCA pump activity is physiologically regulated by presenilin and regulates amyloid beta production

In addition to disrupting the regulated intramembraneous proteolysis of key substrates, mutations in the presenilins also alter calcium homeostasis, but the mechanism linking presenilins and calcium regulation is unresolved. At rest, cytosolic Ca(2+) is maintained at low levels by pumping Ca(2+) into stores in the endoplasmic reticulum (ER) via the sarco ER Ca(2+)-ATPase (SERCA) pumps. We show that SERCA activity is diminished in fibroblasts lacking both PS1 and PS2 genes, despite elevated SERCA2b steady-state levels, and we show that presenilins and SERCA physically interact. Enhancing presenilin levels in Xenopus laevis oocytes accelerates clearance of cytosolic Ca(2+), whereas higher levels of SERCA2b phenocopy PS1 overexpression, accelerating Ca(2+) clearance and exaggerating inositol 1,4,5-trisphosphate-mediated Ca(2+) liberation. The critical role that SERCA2b plays in the pathogenesis of Alzheimer's disease is underscored by our findings that modulating SERCA activity alters amyloid beta production. Our results point to a physiological role for the presenilins in Ca(2+) signaling via regulation of the SERCA pump.     

O-GlcNAc modulation at Akt1 Ser473 correlates with apoptosis of murine pancreatic beta cells

O-GlcNAc transferase (OGT)-mediated modification of protein Ser/Thr residues with O-GlcNAc influences protein activity, similar to the effects of phosphorylation. The anti-apoptotic Akt1 is both activated by phosphorylation and modified with O-GlcNAc. However, the nature and significance of the Akt1 O-GlcNAc modification is unknown. The relationship of O-GlcNAc modification and phosphorylation at Akt1 Ser473 was examined with respect to apoptosis of murine beta-pancreatic cells. Glucosamine treatment induced apoptosis, which correlated with enhanced O-GlcNAc modification of Akt1 and concomitant reduction in Ser473 phosphorylation. Pharmacological inhibition of OGT or O-GlcNAcase revealed an inverse correlation between O-GlcNAc modification and Ser473 phosphorylation of Akt1. MALDI-TOF/TOF mass spectrometry analysis of Akt1 immunoprecipitates from glucosamine-treated cells, but not untreated controls, showed a peptide containing S473/T479 that was presumably modified with O-GlcNAc. Furthermore, in vitro O-GlcNAc-modification analysis of wildtype and mutant Akt1 revealed that S473 was targeted by recombinant OGT. A S473A Akt1 mutant demonstrated reduced basal and glucosamine-induced Akt1 O-GlcNAc modification compared with wildtype Akt1. Furthermore, wildtype Akt1, but not the S473A mutant, appeared to be associated with OGT following glucosamine treatment. Together, these observations suggest that Akt1 Ser473 may undergo both phosphorylation and O-GlcNAc modification, and the balance between these may regulate murine beta-pancreatic cell fate.     

FXRalpha down-regulates LXRalpha signaling at the CETP promoter via a common element

The cholesteryl ester transfer protein (CETP), a key player in cholesterol metabolism, has been shown to promote the transfer of triglycerides from very low density lipoprotein (VLDL) and low density lipoprotein (LDL) to high density lipoprotein (HDL) in exchange for cholesterol ester. Here we demonstrate that farnesoid X receptor alpha (FXRalpha; NR1H4) down-regulates CETP expression in HepG2 cells. A FXRalpha ligand, chenodeoxycholic acid (CDCA), suppressed basal mRNA levels of the CETP gene in HepG2 cells in a dose-dependent manner. Using gel shift and chromatin immunoprecipitation (ChIP) assays, we found that FXRalpha could bind to the liver X receptor alpha (LXRalpha; NR1H3) binding site (LXRE; DR4RE) located within the CETP 5' promoter region. FXRalpha suppressed LXRalpha-induced DR4RE-luciferase activity and this effect was mediated by a binding competition between FXRalpha and LXRalpha for DR4RE. Furthermore, the addition of CDCA together with a LXRalpha ligand, GW3965, to HepG2 cells was shown to substantially decrease mRNA levels of hepatic CETP gene, which is typically induced by GW3965. Together, our data demonstrate that FXRalpha down-regulates CETP gene expression via binding to the DR4RE sequence within the CETP 5' promoter and this FXRalpha binding is essential for FXRalpha inhibition of LXRalpha-induced CETP expression.     

Linker region of Akt1/protein kinase Balpha mediates platelet-derived growth factor-induced translocation and cell migration

The phosphatidylinositol 3-kinase (PI3K) signaling pathway(s) is activated by a variety of agonists to regulate cell migration. Here, we show that the stimulation of mouse embryonic fibroblasts with platelet-derived growth factor (PDGF) induces migration in a PI3K-dependent manner. Cells lacking Akt1/PKBalpha exhibit impaired migration and peripheral ruffling in response to PDGF stimulation, whereas cells lacking Akt2/PKBbeta are normal. In addition, over-expression of Akt1/PKBalpha but not Akt2/PKBbeta is sufficient to restore PDGF-induced cell migration in an Akt1/PKBalpha and Akt2/PKBbeta deficient background. In response to PDGF stimulation, Akt1/PKBalpha selectively translocates to membrane ruffles, however, this localization is abrogated by substituting the linker region of Akt2/PKBbeta. Similarly, expression of an Akt2/PKBalpha chimera containing the linker region of Akt1/PKBalpha restored PDGF-induced migration in cells lacking both Akt1/PKBalpha and Akt2/PKBbeta. Finally, over-expression of constitutively active Rac rescues PDGF-induced migration defects in cells lacking Akt1/PKBalpha. Given these results, we suggest that Akt1/PKBalpha controls cell migration by selectively translocating to the leading edge and activating Rac.     

Role of Arabidopsis CHL27 protein for photosynthesis, chloroplast development and gene expression profiling

In Chl biosynthesis, aerobic Mg-protoporphyrin IX monomethyl ester (MPE) cyclase is a key enzyme involved in the synthesis of protochlorophyllide a, and its membrane-bound component is known to be encoded by homologs of CHL27 in photosynthetic bacteria, green algae and plants. Here, we report that the Arabidopsis chl27-t knock-down mutant exhibits retarded growth and chloroplast developmental defects that are caused by damage to PSII reaction centers. The mutant contains a T-DNA insertion within the CHL27 promoter that dramatically reduces the CHL27 mRNA level. chl27-t mutant plants grew slowly with a pale green appearance, suggesting that they are defective in Chl biosynthesis. Chl fluorescence analysis showed significantly low photosynthetic activity in chl27-t mutants, indicating damage in their PSII reaction centers. The chl27-t mutation also conferred severe defects in chloroplast development, including the unstacking of thylakoid membranes. Microarray analysis of the chl27-t mutant showed repression of numerous nuclear genes involved in photosynthesis, including those encoding components of light-harvesting complex I (LHCI) and LHCII, and PSI and PSII, which accounts for the defects in photosynthetic activity and chloroplast development. In addition, the microarray data also revealed the significant repression of genes such as PORA and AtFRO6 for Chl biosynthesis and iron acquisition, respectively, and, furthermore, implied that there is cross-talk in the Chl biosynthetic pathway among the PORA, AtFRO6 and CHL27 proteins.     

T cell-specific siRNA delivery suppresses HIV-1 infection in humanized mice

Evaluation of the therapeutic potential of RNAi for HIV infection has been hampered by the challenges of siRNA delivery and lack of suitable animal models. Using a delivery method for T cells, we show that siRNA treatment can dramatically suppress HIV infection. A CD7-specific single-chain antibody was conjugated to oligo-9-arginine peptide (scFvCD7-9R) for T cell-specific siRNA delivery in NOD/SCIDIL2rgamma-/- mice reconstituted with human lymphocytes (Hu-PBL) or CD34+ hematopoietic stem cells (Hu-HSC). In HIV-infected Hu-PBL mice, treatment with anti-CCR5 (viral coreceptor) and antiviral siRNAs complexed to scFvCD7-9R controlled viral replication and prevented the disease-associated CD4 T cell loss. This treatment also suppressed endogenous virus and restored CD4 T cell counts in mice reconstituted with HIV+ peripheral blood mononuclear cells. Moreover, scFvCD7-9R could deliver antiviral siRNAs to naive T cells in Hu-HSC mice and effectively suppress viremia in infected mice. Thus, siRNA therapy for HIV infection appears to be feasible in a preclinical animal model.