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1.
J Proteome Res ; 17(5): 1812-1825, 2018 05 04.
Article in English | MEDLINE | ID: mdl-29611422

ABSTRACT

To gain a deep understanding of yeast-cell response to heat stress, multiple laboratory strains have been intensively studied via genome-wide expression analysis for the mechanistic dissection of classical heat-shock response (HSR). However, robust industrial strains of Saccharomyces cerevisiae have hardly been explored in global analysis for elucidation of the mechanism of thermotolerant response (TR) during fermentation. Herein, we employed data-independent acquisition and sequential window acquisition of all theoretical mass spectra based proteomic workflows to characterize proteome remodeling of an industrial strain, ScY01, responding to prolonged thermal stress or transient heat shock. By comparing the proteomic signatures of ScY01 in TR versus HSR as well as the HSR of the industrial strain versus a laboratory strain, our study revealed disparate response mechanisms of ScY01 during thermotolerant growth or under heat shock. In addition, through proteomics data-mining for decoding transcription factor interaction networks followed by validation experiments, we uncovered the functions of two novel transcription factors, Mig1 and Srb2, in enhancing the thermotolerance of the industrial strain. This study has demonstrated that accurate and high-throughput quantitative proteomics not only provides new insights into the molecular basis for complex microbial phenotypes but also pinpoints upstream regulators that can be targeted for improving the desired traits of industrial microorganisms.


Subject(s)
Gene Regulatory Networks , Heat-Shock Response , Proteome/analysis , Saccharomyces cerevisiae/physiology , Thermotolerance/genetics , Fermentation , Mediator Complex/physiology , Repressor Proteins/physiology , Saccharomyces cerevisiae/chemistry , Saccharomyces cerevisiae Proteins/analysis , Saccharomyces cerevisiae Proteins/physiology , Species Specificity , Time Factors , Transcription Factors
2.
Plant Physiol ; 176(4): 3003-3026, 2018 04.
Article in English | MEDLINE | ID: mdl-29440269

ABSTRACT

DOES NOT MAKE INFECTION 2 (MtDMI2) is a Leu rich repeat-type receptor kinase required for signal transduction in the Medicago truncatula/Sinorhizobium meliloti symbiosis pathway. However, the mechanisms through which MtDMI2 participates in nodulation homeostasis are poorly understood. In this study, we identified MtPUB2-a novel plant U-box (PUB)-type E3 ligase-and showed that it interacts with MtDMI2. MtDMI2 and MtPUB2 accumulation were shown to be similar in various tissues. Roots of plants in which MtPUB2 was silenced by RNAi (MtPUB2-RNAi plants) exhibited impaired infection threads, fewer nodules, and shorter primary root lengths compared to those of control plants transformed with empty vector. Using liquid chromatography-tandem mass spectrometry, we showed that MtDMI2 phosphorylates MtPUB2 at Ser-316, Ser-421, and Thr-488 residues. When MtPUB2-RNAi plants were transformed with MtPUB2S421D , which mimics the phosphorylated state, MtDMI2 was persistently ubiquitinated and degraded by MtPUB2S421D, resulting in fewer nodules than observed in MtPUB2/MtPUB2-RNAi-complemented plants. However, MtPUB2S421A /MtPUB2-RNAi-complemented plants showed no MtPUB2 ubiquitination activity, and their nodulation phenotype was similar to that of MtPUB2-RNAi plants transformed with empty vector. Further studies demonstrated that these proteins form a negative feedback loop of the prey (MtDMI2)-predator (MtPUB2) type. Our results suggest that the MtDMI2-MtPUB2 negative feedback loop, which displays crosstalk with the long-distance autoregulation of nodulation via MtNIN, plays an important role in nodulation homeostasis.


Subject(s)
Feedback, Physiological , Homeostasis/genetics , Medicago truncatula/genetics , Plant Proteins/genetics , Plant Root Nodulation/genetics , Ubiquitin-Protein Ligases/genetics , Gene Expression Profiling , Gene Expression Regulation, Plant , Medicago truncatula/metabolism , Medicago truncatula/microbiology , Plant Proteins/metabolism , Plants, Genetically Modified , RNA Interference , Sinorhizobium meliloti/physiology , Symbiosis , Ubiquitin-Protein Ligases/metabolism
3.
Sci Rep ; 7(1): 16973, 2017 12 05.
Article in English | MEDLINE | ID: mdl-29209085

ABSTRACT

Campylobacter jejuni is a major zoonotic pathogen, and its resistance to antibiotics is of great concern for public health. However, few studies have investigated the global changes of the entire organism with respect to antibiotic resistance. Here, we provide mechanistic insights into high-level resistance to chloramphenicol in C. jejuni, using integrated genomic and proteomic analyses. We identified 27 single nucleotide polymorphisms (SNPs) as well as an efflux pump cmeB mutation that conferred modest resistance. We determined two radical S-adenosylmethionine (SAM) enzymes, one each from an SNP gene and a differentially expressed protein. Validation of major metabolic pathways demonstrated alterations in oxidative phosphorylation and ABC transporters, suggesting energy accumulation and increase in methionine import. Collectively, our data revealed a novel rRNA methylation mechanism by a radical SAM superfamily enzyme, indicating that two resistance mechanisms existed in Campylobacter. This work provided a systems biology perspective on understanding the antibiotic resistance mechanisms in bacteria.


Subject(s)
Campylobacter jejuni/drug effects , Campylobacter jejuni/genetics , Chloramphenicol Resistance/physiology , Bacterial Proteins/genetics , Bacterial Proteins/metabolism , Campylobacter jejuni/metabolism , Chloramphenicol/pharmacokinetics , Chloramphenicol Resistance/genetics , Genomics/methods , Mutation , Polymorphism, Single Nucleotide , Proteomics/methods , Reproducibility of Results , S-Adenosylmethionine/metabolism
4.
Anal Chim Acta ; 904: 65-75, 2016 Jan 21.
Article in English | MEDLINE | ID: mdl-26724764

ABSTRACT

Human plasma is a readily available clinical sample that reflects the status of the body in normal physiological and disease states. Although the wide dynamic range and immense complexity of plasma proteins are obstacles, comprehensive proteomic analysis of human plasma is necessary for biomarker discovery and further verification. Various methods such as immunodepletion, protein equalization and hyper fractionation have been applied to reduce the influence of high-abundance proteins (HAPs) and to reduce the high level of complexity. However, the depth at which the human plasma proteome has been explored in a relatively short time frame has been limited, which impedes the transfer of proteomic techniques to clinical research. Development of an optimal strategy is expected to improve the efficiency of human plasma proteome profiling. Here, five three-dimensional strategies combining HAP depletion (the 1st dimension) and protein fractionation (the 2nd dimension), followed by LC-MS/MS analysis (the 3rd dimension) were developed and compared for human plasma proteome profiling. Pros and cons of the five strategies are discussed for two issues: HAP depletion and complexity reduction. Strategies A and B used proteome equalization and tandem Seppro IgY14 immunodepletion, respectively, as the first dimension. Proteome equalization (strategy A) was biased toward the enrichment of basic and low-molecular weight proteins and had limited ability to enrich low-abundance proteins. By tandem removal of HAPs (strategy B), the efficiency of HAP depletion was significantly increased, whereas more off-target proteins were subtracted simultaneously. In the comparison of complexity reduction, strategy D involved a deglycosylation step before high-pH RPLC separation. However, the increase in sequence coverage did not increase the protein number as expected. Strategy E introduced SDS-PAGE separation of proteins, and the results showed oversampling of HAPs and identification of fewer proteins. Strategy C combined single Seppro IgY14 immunodepletion, high-pH RPLC fractionation and LC-MS/MS analysis. It generated the largest dataset, containing 1544 plasma protein groups and 258 newly identified proteins in a 30-h-machine-time analysis, making it the optimum three-dimensional strategy in our study. Further analysis of the integrated data from the five strategies showed identical distribution patterns in terms of sequence features and GO functional analysis with the 1929-plasma-protein dataset, further supporting the reliability of our plasma protein identifications. The characterization of 20 cytokines in the concentration range from sub-nanograms/milliliter to micrograms/milliliter demonstrated the sensitivity of the current strategies.


Subject(s)
Blood Proteins/chemistry , Proteome , Tandem Mass Spectrometry/methods , Chromatography, Liquid , Humans
5.
Biochim Biophys Acta ; 1862(2): 192-201, 2016 02.
Article in English | MEDLINE | ID: mdl-26655600

ABSTRACT

The risk of tauopathies depends in part on the levels and modified composition of six Tau isoforms in the human brain. Abnormal phosphorylation of the Tau protein and the shift of the ratio of 3R Tau to 4R Tau are presumed to result in neurofibrillary pathology and neurodegeneration. Glycation has recently been linked to dementia and metabolic syndrome. To determine the contribution of Tau protein glycation and phosphorylation on Tau aggregation propensity, the assembled kinetics were examined in vitro using Thioflavin T fluorescence assays. We found that glycation and phosphorylation have different effects on aggregation propensity in different Tau isoforms. Different Tau proteins play important parts in each tauopathies, but 3R0N, fetal Tau protein, has no effect on tauopathies. Conversely, 4R2N has more modified sites and a higher tendency to aggregate, playing the most important role in 4R tauopathies. Finally, Glycation, which could modulate Tau phosphorylation, may occur before any other modification. It also regulates the 3R to 4R ratio and promotes 4R2N Tau protein aggregation. Decreasing the sites of glycation, as well as shifting other Tau proteins to 3R0N Tau proteins has potential therapeutic implications for tauopathies.


Subject(s)
Protein Aggregation, Pathological/metabolism , Tauopathies/metabolism , tau Proteins/metabolism , Glycosylation , Humans , Phosphorylation , Protein Aggregates , Protein Isoforms/chemistry , Protein Isoforms/metabolism , Protein Processing, Post-Translational , Recombinant Proteins/chemistry , Recombinant Proteins/metabolism , tau Proteins/chemistry
6.
J Proteome Res ; 13(1): 200-11, 2014 Jan 03.
Article in English | MEDLINE | ID: mdl-24261934

ABSTRACT

Cancer genomics unveils many cancer-related mutations, including some chromosome 20 (Chr.20) genes. The mutated messages have been found in the corresponding mRNAs; however, whether they could be translated to proteins still requires more evidence. Herein, we proposed a transomics strategy to profile the expression status of human Chr.20 genes (555 in Ensembl v72). The data of transcriptome and translatome (the mRNAs bound with ribosome, translating mRNAs) revealed that ∼80% of the coding genes on Chr.20 were detected with mRNA signals in three liver cancer cell lines, whereas of the proteome identified, only ∼45% of the Chr.20 coding genes were detected. The high amount of overlapping of identified genes in mRNA and RNC-mRNA (ribosome nascent-chain complex-bound mRNAs, translating mRNAs) and the consistent distribution of the abundance averages of mRNA and RNC-mRNA along the Chr.20 subregions in three liver cancer cell lines indicate that the mRNA information is efficiently transmitted from transcriptional to translational stage, qualitatively and quantitatively. Of the 457 genes identified in mRNAs and RNC-mRNA, 136 were found to contain SNVs with 213 sites, and >40% of these SNVs existed only in metastatic cell lines, suggesting them as the metastasis-related SNVs. Proteomics analysis showed that 16 genes with 20 SNV sites were detected with reliable MS/MS signals, and some SNVs were further validated by the MRM approach. With the integration of the omics data at the three expression phases, therefore, we are able to achieve the overall view of the gene expression of Chr.20, which is constructive in understanding the potential trend of encoding genes in a cell line and exploration of a new type of markers related to cancers.


Subject(s)
Chromosomes, Human, Pair 20 , Liver Neoplasms/genetics , Polymorphism, Single Nucleotide , Cell Line, Tumor , Chromatography, Liquid , Humans , Liver Neoplasms/pathology , Tandem Mass Spectrometry
7.
J Proteome Res ; 13(1): 38-49, 2014 Jan 03.
Article in English | MEDLINE | ID: mdl-24256510

ABSTRACT

To estimate the potential of the state-of-the-art proteomics technologies on full coverage of the encoding gene products, the Chinese Human Chromosome Proteome Consortium (CCPC) applied a multiomics strategy to systematically analyze the transciptome, translatome, and proteome of the same cultured hepatoma cells with varied metastatic potential qualitatively and quantitatively. The results provide a global view of gene expression profiles. The 9064 identified high confident proteins covered 50.2% of all gene products in the translatome. Those proteins with function of adhesion, development, reproduction, and so on are low abundant in transcriptome and translatome but absent in proteome. Taking the translatome as the background of protein expression, we found that the protein abundance plays a decisive role and hydrophobicity has a greater influence than molecular weight and isoelectric point on protein detectability. Thus, the enrichment strategy used for low-abundant transcription factors helped to identify missing proteins. In addition, those peptides with single amino acid polymorphisms played a significant role for the disease research, although they might negligibly contribute to new protein identification. The proteome raw and metadata of proteome were collected using the iProX submission system and submitted to ProteomeXchange (PXD000529, PXD000533, and PXD000535). All detailed information in this study can be accessed from the Chinese Chromosome-Centric Human Proteome Database.


Subject(s)
Protein Biosynthesis , Proteome , Transcriptome , Cell Line, Tumor , Gene Expression Profiling , Humans , Mass Spectrometry
8.
J Proteome Res ; 13(1): 114-25, 2014 Jan 03.
Article in English | MEDLINE | ID: mdl-24256544

ABSTRACT

Our first proteomic exploration of human chromosome 1 began in 2012 (CCPD 1.0), and the genome-wide characterization of the human proteome through public resources revealed that 32-39% of proteins on chromosome 1 remain unidentified. To characterize all of the missing proteins, we applied an OMICS-integrated analysis of three human liver cell lines (Hep3B, MHCC97H, and HCCLM3) using mRNA and ribosome nascent-chain complex-bound mRNA deep sequencing and proteome profiling, contributing mass spectrometric evidence of 60 additional chromosome 1 gene products. Integration of the annotation information from public databases revealed that 84.6% of genes on chromosome 1 had high-confidence protein evidence. Hierarchical analysis demonstrated that the remaining 320 missing genes were either experimentally or biologically explainable; 128 genes were found to be tissue-specific or rarely expressed in some tissues, whereas 91 proteins were uncharacterized mainly due to database annotation diversity, 89 were genes with low mRNA abundance or unsuitable protein properties, and 12 genes were identifiable theoretically because of a high abundance of mRNAs/RNC-mRNAs and the existence of proteotypic peptides. The relatively large contribution made by the identification of enriched transcription factors suggested specific enrichment of low-abundance protein classes, and SRM/MRM could capture high-priority missing proteins. Detailed analyses of the differentially expressed genes indicated that several gene families located on chromosome 1 may play critical roles in mediating hepatocellular carcinoma invasion and metastasis. All mass spectrometry proteomics data corresponding to our study were deposited in the ProteomeXchange under the identifiers PXD000529, PXD000533, and PXD000535.


Subject(s)
Chromosomes, Human, Pair 1 , Proteins/genetics , Cell Line, Tumor , Humans , Proteomics
9.
Electrophoresis ; 34(16): 2440-50, 2013 Aug.
Article in English | MEDLINE | ID: mdl-23712678

ABSTRACT

N-linked glycosylation is an important protein posttranslational modification that is involved in numerous biological processes. Different methods, including chemical reaction and affinity interaction, have been developed to enrich glycosylated peptides or proteins from biological systems. However, due to the common occurrence of low glycosites occupancy in proteins and the low efficiency of enrichment approaches, only a small fraction of protein glycosites have been reported. In this study, we combined the glycopeptide enrichment strategy for broad analysis of human serum N-glycoproteins using a tandem enrichment method coupling lectin affinity capture with HILIC. This strategy was applied to profile the human serum N-linked glycoproteome, and it resulted in 32 and 14% more N-glycosites than could be identified with the common lectin affinity capture or HILIC approaches, respectively. With an additional dimension of glycopeptides separation using high-pH reversed phase liquid chromatography or off-gel electrophoresis, the number of identified glycosites was increased by 3.1-fold and 1.8-fold, respectively. These results demonstrate that tandem enrichment methods, especially when followed by high-pH reversed-phase prefractionation, can greatly improve the power of N-glycoproteome analysis. In total, 615 N-glycosites from 312 glycoproteins (protein group) were mapped using high-accuracy mass spectrometry.


Subject(s)
Chromatography, Reverse-Phase/methods , Glycoproteins/blood , Proteome/analysis , Tandem Mass Spectrometry/methods , Chromatography, High Pressure Liquid/methods , Female , Glycopeptides/blood , Glycopeptides/chemistry , Glycoproteins/chemistry , Glycoproteins/classification , Humans , Hydrogen-Ion Concentration , Hydrophobic and Hydrophilic Interactions , Male , Proteome/chemistry
10.
Rapid Commun Mass Spectrom ; 20(19): 2878-84, 2006.
Article in English | MEDLINE | ID: mdl-16941722

ABSTRACT

The N-terminal sequence is important for the identification of a protein and the confirmation of its N-terminal processing. Although mass spectrometry (MS) is a sensitive and high-throughput method to sequence and identify peptides and proteins, N-terminal peptides, diluted among most of the peptides that do not originate at the N-termini, are not easy to identify directly with MS. To develop a simple and rapid method to identify and sequence the N-terminal peptide of a protein, a new strategy based on specific sulfonation of terminal amino groups and selective monitoring of the sulfonated peptide was introduced. After a protein had been guanidinated, 2-sulfobenzoylated, and reduced, it was digested with trypsin and analyzed by MS. Because of the strong acidity of sulfonic groups and the specific sulfonation of alpha-amino groups, the sulfonated N-terminal peptide dominated as base peak in the negative mode peptide mass fingerprint (PMF) and was easy to identify. The N-terminal peptide was then selected as precursor ion for tandem mass spectrometric (MS/MS) analysis. Four proteins were tested with this method and their N-terminal peptides were successfully recognized and sequenced. The results suggest that the addition of a sulfonic acid group facilitates the identification and de novo sequencing of N-terminal peptides.


Subject(s)
Proteins/chemistry , Sequence Analysis, Protein/methods , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Animals , Chickens , Horses , Human Growth Hormone/chemistry , Humans , Muramidase/chemistry , Myoglobin/chemistry , Recombinant Proteins/chemistry , Tandem Mass Spectrometry/methods
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