The Effect of Peptide Identification Search Algorithms on MS2-Based Label-Free Protein Quantification

Abstract Several approaches exist for the quantification of proteins in complex samples processed by liquid chromatography-mass spectrometry followed by fragmentation analysis (MS2). One of these approaches is label-free MS2-based quantification, which takes advantage of the information computed from MS2 spectrum observations to estimate the abundance of a protein in a sample. As a first step in this approach, fragmentation spectra are typically matched to the peptides that generated them by a search algorithm. Because different search algorithms identify overlapping but non-identical sets of peptides, here we investigate whether these differences in peptide identification have an impact on the quantification of the proteins in the sample. We therefore evaluated the effect of using different search algorithms by examining the reproducibility of protein quantification in technical repeat measurements of the same sample. From our results, it is clear that a search engine effect does exist for MS2-based label-free protein quantification methods. As a general conclusion, it is recommended to address the overall possibility of search engine-induced bias in the protein quantification results of label-free MS2-based methods by performing the analysis with two or more distinct search engines.     

Localization, Dynamics, and Protein Interactions Reveal Distinct Roles for ER and Golgi SNAREs

ER-to-Golgi transport, and perhaps intraGolgi transport involves a set of interacting soluble N-ethylmaleimide–sensitive factor attachment protein receptor (SNARE) proteins including syntaxin 5, GOS-28, membrin, rsec22b, and rbet1. By immunoelectron microscopy we find that rsec22b and rbet1 are enriched in COPII-coated vesicles that bud from the ER and presumably fuse with nearby vesicular tubular clusters (VTCs). However, all of the SNAREs were found on both COPII- and COPI-coated membranes, indicating that similar SNARE machinery directs both vesicle pathways. rsec22b and rbet1 do not appear beyond the first Golgi cisterna, whereas syntaxin 5 and membrin penetrate deeply into the Golgi stacks. Temperature shifts reveal that membrin, rsec22b, rbet1, and syntaxin 5 are present together on membranes that rapidly recycle between peripheral and Golgi-centric locations. GOS-28, on the other hand, maintains a fixed localization in the Golgi. By immunoprecipitation analysis, syntaxin 5 exists in at least two major subcomplexes: one containing syntaxin 5 (34-kD isoform) and GOS-28, and another containing syntaxin 5 (41- and 34-kD isoforms), membrin, rsec22b, and rbet1. Both subcomplexes appear to involve direct interactions of each SNARE with syntaxin 5. Our results indicate a central role for complexes among rbet1, rsec22b, membrin, and syntaxin 5 (34 and 41 kD) at two membrane fusion interfaces: the fusion of ER-derived vesicles with VTCs, and the assembly of VTCs to form cis-Golgi elements. The 34-kD syntaxin 5 isoform, membrin, and GOS-28 may function in intraGolgi transport.     

Expression and Localization of Plant Protein Disulfide Isomerase

A cDNA clone encoding a putative protein disulfide isomerase (PDI, EC 5.3.4.1) from alfalfa (Medicago sativa L.) was expressed in Escherichia coli cells, and an antiserum was raised against the expressed PDI-active protein. The antiserum recognized a protein of approximately 60 kD in extracts from alfalfa, soybean, and tobacco roots and stems. Levels of this protein remained relatively constant on exposure of alfalfa cell suspension cultures to the protein glycosylation inhibitor tunicamycin, whereas a slightly lower molecular mass form, also detected by the antiserum, was induced by this treatment. A lower molecular mass form of PDI was also observed in roots of alfalfa seedlings during the first 5 weeks after germination. PDI levels increased in developing soybean seeds up to 17 d after fertilization and then declined. Tissue print immunoblots revealed highest levels of PDI protein in the cambial tissues of soybean stems and petioles and in epidermal, subepidermal, cortical, and pith tissues of stems of alfalfa and tobacco. Immunogold electron microscopy confirmed the localization of PDI to the endoplasmic reticulum in soybean root nodules.     

植物表达分泌蛋白的运输及定位

分泌途径主要由内膜系统构成,内质网和高尔基体对于分泌蛋白的运输及定位具有重要作用。分泌蛋白的运输包括顺行途径和逆行途径。蛋白质通过质流和受体介导的途径运输到小泡中。在植物中,分泌蛋白的运输主要通过小泡和相连的小管来完成。分子伴侣和质量控制不仅能优化新合成蛋白的折叠和组装,而且去除了有折叠缺陷的蛋白。分泌蛋白的定位需要特定的信号肽,而高尔基体固有蛋白以依赖跨膜长度的方式,沿着分泌途径的细胞器分布。本文对植物表达分泌蛋白的分泌途径及定位、相关的分子伴侣和质量控制进行了综述。     

Glucosylceramide Biosynthesis is Involved in Golgi Morphology and Protein Secretion in Plant Cells

Lipids have an established role as structural components of membranes or as signalling molecules, but their role as molecular actors in protein secretion is less clear. The complex sphingolipid glucosylceramide (GlcCer) is enriched in the plasma membrane and lipid microdomains of plant cells, but compared to animal and yeast cells, little is known about the role of GlcCer in plant physiology. We have investigated the influence of GlcCer biosynthesis by glucosylceramide synthase (GCS) on the efficiency of protein transport through the plant secretory pathway and on the maintenance of normal Golgi structure. We determined that GlcCer is synthesized at the beginning of the plant secretory pathway [mainly endoplasmic reticulum (ER)] and that d ,l ‐threo‐1‐phenyl‐2‐decanoyl amino‐3‐morpholino‐propanol (PDMP) is a potent inhibitor of plant GCS activity in vitro and in vivo. By an in vivo confocal microscopy approach in tobacco leaves infiltrated with PDMP, we showed that the decrease in GlcCer biosynthesis disturbed the transport of soluble and membrane secretory proteins to the cell surface, as these proteins were partly retained intracellularly in the ER and/or Golgi. Electron microscopic observations of Arabidopsis thaliana root cells after high‐pressure freezing and freeze substitution evidenced strong morphological changes in the Golgi bodies, pointing to a link between decreased protein secretion and perturbations of Golgi structure following inhibition of GlcCer biosynthesis in plant cells.     

Absolute Quantification of Endogenous Ras Isoform Abundance

Ras proteins are important signalling hubs situated near the top of networks controlling cell proliferation, differentiation and survival. Three almost identical isoforms, HRAS, KRAS and NRAS, are ubiquitously expressed yet have differing biological and oncogenic properties. In order to help understand the relative biological contributions of each isoform we have optimised a quantitative proteomics method for accurately measuring Ras isoform protein copy number per cell. The use of isotopic protein standards together with selected reaction monitoring for diagnostic peptides is sensitive, robust and suitable for application to sub-milligram quantities of lysates. We find that in a panel of isogenic SW48 colorectal cancer cells, endogenous Ras proteins are highly abundant with ≥260,000 total Ras protein copies per cell and the rank order of isoform abundance is KRAS>NRAS≥HRAS. A subset of oncogenic KRAS mutants exhibit increased total cellular Ras abundance and altered the ratio of mutant versus wild type KRAS protein. These data and methodology are significant because Ras protein copy number is required to parameterise models of signalling networks and informs interpretation of isoform-specific Ras functional data.     

Structural Basis for the Interaction between the Golgi Reassembly-stacking Protein GRASP65 and the Golgi Matrix Protein GM130

GM130 and GRASP65 are Golgi peripheral membrane proteins that play a key role in Golgi stacking and vesicle tethering. However, the molecular details of their interaction and their structural role as a functional unit remain unclear. Here, we present the crystal structure of the PDZ domains of GRASP65 in complex with the GM130 C-terminal peptide at 1.96-Å resolution. In contrast to previous findings proposing that GM130 interacts with GRASP65 at the PDZ2 domain only, our crystal structure of the complex indicates that GM130 binds to GRASP65 at two distinct sites concurrently and that both the PDZ1 and PDZ2 domains of GRASP65 participate in this molecular interaction. Mutagenesis experiments support these structural observations and demonstrate that they are required for GRASP65-GM130 association.     

利用植物悬浮培养细胞进行蛋白质快速定位分析的方法

稳定遗传表达分析是一种植物中常用的整体解析基因的方式。有多种转化方式可供选择,也可根据所需要的获得的转基因植物材料选择受体材料。但是由于稳定遗传转化周期较长且大部分材料不适合于进行荧光观察,所以在一些基因的研究中逐渐被瞬时表达分析系统。虽然瞬时表达分析用时短,但是转化效率受到多方面的限制,转化材料无法保存。目前由于植物悬浮培养细胞材料均一,增殖迅速并且可以满足大批量研究需求逐渐成为植物研究中的热点材料。以此同时,在亚细胞定位方面,悬浮培养细胞还是良好的应用材料。采用农杆菌介导法进行植物悬浮培养细胞的转化中方法较为成熟,但是获得纯净的转基因细胞系的转化周期较长。在本研究中针对上述问题我们建立了一种转化时间短,转化效率高的植物悬浮培养细胞稳定遗传转化体系。同时将这个体系应用到基因的亚细胞定位当中进行蛋白质快速定位分析。     

Quantification and Localization of Bacteria in Plant Tissues Using Quantitative Real-Time PCR and Online Emission Fingerprinting

In order to quantify and localize specific bacterial target genes in plant tissue, this project has generated relevant new insights in the combined application of quantitative real-time PCR in parallel with the in situ PCR + probe-hybridization and online emission fingerprinting using LSM 510 META. After designing an Enterobacter radicincitans species-specific probe, introduced bacterial cells were monitored in growing plant parts and their colonization behaviour was examined in relation to the native bacterial community. For this purpose, the plant growth-promoting rhizobacterial (PGPR) strain Enterobacter radicincitans was applied to Brassica oleracea plants in increasing inoculum concentrations 10⁷, 10⁸ and 10⁹ cells per plant. Inoculation of 10⁹ E. radicincitans cells per plant to Brassica oleracea leaves and roots resulted in significant increases of root, leaf and tuber growth. Total bacterial cell numbers were estimated using quantitative real-time PCR to be between 10⁷ and 10⁹ cells g⁻¹ fresh leaf weight and about 10⁸ cells g⁻¹ fresh root weight of Brassica oleracea plants. Using quantitative real-time PCR, a significant colonization of Brassica oleracea leaves and roots with E. radicincitans cells was measured. Roots were colonized with a density of 10⁷ cells g⁻¹ fresh root weight up to at least 14 days after inoculation. That is equivalent to a proportion of E. radicincitans 16S rDNA-gene copy numbers compared to the total bacterial communities of about 10–16%. Online emission fingerprinting established that the introduced bacteria proliferated on and inside the root and that they colonized the intercellular spaces of the root cortex layer. Hence, E. radicincitans was able to successfully compete with the native bacterial population.     

蛋白的高尔基体定位

高尔基体既是蛋白质修饰、分选、水解加工的场所,又是分泌物质的转运站,每时每刻都有大量的蛋白进出高尔基体。在这种情况下,高尔基体仍能保持完整且高度有序的结构,表明高尔基体驻留蛋白有精确的定位信号,以保证它们定位于正确的区隔,而不会沿着分泌途径被运输出去。高尔基体内有几种不同类别的膜蛋白,包括糖基转移酶、周缘膜蛋白、病毒蛋白和受体等。研究显示,有多种定位信号和定位机制参与了蛋白的高尔基体定位。     

A Model-Based Approach for Species Abundance Quantification Based on Shotgun Metagenomic Data

The human microbiome, which includes the collective microbes residing in or on the human body, has a profound influence on the human health. DNA sequencing technology has made the large-scale human microbiome studies possible by using shotgun metagenomic sequencing. One important aspect of data analysis of such metagenomic data is to quantify the bacterial abundances based on the metagenomic sequencing data. Existing methods almost always quantify such abundances one sample at a time, which ignore certain systematic differences in read coverage along the genomes due to GC contents, copy number variation and the bacterial origin of replication. In order to account for such differences in read counts, we propose a multi-sample Poisson model to quantify microbial abundances based on read counts that are assigned to species-specific taxonomic markers. Our model takes into account the marker-specific effects when normalizing the sequencing count data in order to obtain more accurate quantification of the species abundances. Compared to currently available methods on simulated data and real data sets, our method has demonstrated an improved accuracy in bacterial abundance quantification, which leads to more biologically interesting results from downstream data analysis.     

Protein kinase D: activation for Golgi carrier formation

Protein kinase D regulates fission at the trans-Golgi network (TGN) of transport carriers that deliver cargo to the plasma membrane. PKD is first recruited to the TGN through interaction with diacylglycerol and is subsequently activated by phosphorylation to promote carrier fission. In a recent study, the relevant upstream kinase at the TGN was identified as the novel protein kinase C isoform PKCeta, which in turn is activated in response to heterotrimeric G-protein activation. These findings indicate the existence of a kinase signaling cascade at the TGN that regulates carrier fission and suggest a mechanism by which cargo might direct the formation of its transport carriers.     

Protein quality control at the Golgi

The majority of the proteome in eukaryotic cells is targeted to organelles. To maintain protein homeostasis (proteostasis), distinct protein quality control (PQC) machineries operate on organelles, where they detect misfolded proteins, orphaned and mis-localized proteins and selectively target these proteins into different ubiquitin-dependent or -independent degradation pathways. Thereby, PQC prevents proteotoxic effects that would disrupt organelle integrity and cause cellular damage that leads to diseases. Here, we will discuss emerging mechanisms for PQC machineries at the Golgi apparatus, the central station for the sorting and the modification of proteins that traffic to the endo-lysosomal system, or along the secretory pathway to the PM and to the extracellular space. We will focus on Golgi PQC pathways that (1) retrieve misfolded and orphaned proteins from the Golgi back to the endoplasmic reticulum, (2) extract these proteins from Golgi membranes for proteasomal degradation, (3) or selectively target these proteins to lysosomes for degradation.     

Foreword: Protein secretion and the Golgi apparatus

Resonance and nonresonance Raman spectra have been obtained from neoplastically transformed and normal avian lymphocytes. The acyl chains of membrane phospholipids of neoplastic cells are more highly unsaturated than those of normal cells. The observation of prominent carotenoid bands in both cell populations indicates the availability of a sensitive, intrinsic probe of membrane potential and local membrane environment.