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A survey of computational intelligence techniques in protein function prediction. 蛋白质功能预测中的计算智能技术综述。
Pub Date : 2014-01-01 Epub Date: 2014-12-11 DOI: 10.1155/2014/845479
Arvind Kumar Tiwari, Rajeev Srivastava

During the past, there was a massive growth of knowledge of unknown proteins with the advancement of high throughput microarray technologies. Protein function prediction is the most challenging problem in bioinformatics. In the past, the homology based approaches were used to predict the protein function, but they failed when a new protein was different from the previous one. Therefore, to alleviate the problems associated with homology based traditional approaches, numerous computational intelligence techniques have been proposed in the recent past. This paper presents a state-of-the-art comprehensive review of various computational intelligence techniques for protein function predictions using sequence, structure, protein-protein interaction network, and gene expression data used in wide areas of applications such as prediction of DNA and RNA binding sites, subcellular localization, enzyme functions, signal peptides, catalytic residues, nuclear/G-protein coupled receptors, membrane proteins, and pathway analysis from gene expression datasets. This paper also summarizes the result obtained by many researchers to solve these problems by using computational intelligence techniques with appropriate datasets to improve the prediction performance. The summary shows that ensemble classifiers and integration of multiple heterogeneous data are useful for protein function prediction.

在过去,随着高通量微阵列技术的进步,未知蛋白质的知识大量增长。蛋白质功能预测是生物信息学中最具挑战性的问题。过去,基于同源性的方法用于预测蛋白质的功能,但当新蛋白质与前一个蛋白质不同时,它们就失败了。因此,为了减轻与基于同源性的传统方法相关的问题,近年来提出了许多计算智能技术。本文全面回顾了各种计算智能技术在蛋白质功能预测中的应用,这些技术使用序列、结构、蛋白-蛋白相互作用网络和基因表达数据,这些数据广泛应用于DNA和RNA结合位点的预测、亚细胞定位、酶功能、信号肽、催化残基、核/ g蛋白偶联受体、膜蛋白、以及基因表达数据集的通路分析。本文还总结了许多研究人员利用计算智能技术和适当的数据集来解决这些问题的结果,以提高预测性能。综上所述,集成分类器和多异构数据集成在蛋白质功能预测中是有用的。
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引用次数: 38
Dimerization of peptides by calcium ions: investigation of a calcium-binding motif. 肽的钙离子二聚化:钙结合基序的研究。
Pub Date : 2014-01-01 Epub Date: 2014-09-14 DOI: 10.1155/2014/153712
Azadeh Jamalian, Evert-Jan Sneekes, Lennard J M Dekker, Mario Ursem, Theo M Luider, Peter C Burgers

We investigated calcium-binding motifs of peptides and their recognition of active functionalities for coordination. This investigation generates the fundamentals to design carrier material for calcium-bound peptide-peptide interactions. Interactions of different peptides with active calcium domains were investigated. Evaluation of selectivity was performed by electrospray ionization mass spectrometry by infusing solutions containing two different peptides (P1 and P2) in the presence of calcium ions. In addition to signals for monomer species, intense dimer signals are observed for the heterodimer ions (P1 ⋯ Ca(2+) ⋯ P2) (⋯ represents the noncovalent binding of calcium with the peptide) in the positive ion mode and for ions ([P1-2H](2-) ⋯ Ca(2+) ⋯ [P2-2H](2-)) in the negative ion mode. Monitoring of the dissociation from these mass selected dimer ions via the kinetic method provides information on the calcium affinity order of different peptide sequences.

我们研究了多肽的钙结合基序及其对配合活性功能的识别。这项研究为设计钙结合肽-肽相互作用的载体材料提供了基础。研究了不同多肽与活性钙结构域的相互作用。在钙离子存在的情况下,通过电喷雾电离质谱法对含有两种不同肽(P1和P2)的溶液进行选择性评价。除了单体物种的信号外,在正离子模式下的异二聚体离子(P1⋯Ca(2+)⋯P2)(⋯代表钙与肽的非共价结合)和负离子模式下的离子([P1- 2h](2-)⋯Ca(2+)⋯[P2- 2h](2-))中也观察到强烈的二聚体信号。通过动力学方法监测这些质量选择二聚体离子的解离,提供了不同肽序列钙亲和顺序的信息。
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引用次数: 7
Characterisation of the Proteome of Leptospira interrogans Serovar Canicola as a Resource for the Identification of Common Serovar Immunogenic Proteins. 疑问钩端螺旋体血清型犬型的蛋白质组学特征作为鉴定常见血清型免疫原性蛋白的资源。
Pub Date : 2014-01-01 Epub Date: 2014-05-27 DOI: 10.1155/2014/572901
P C Humphryes, M E Weeks, N G Coldham

Over 230 serovars of Leptospira interrogans have been identified; however few have been completely characterised. The aim of this study was to characterise the proteome of serovar Canicola and to compare this against the serovars of Copenhageni and Pomona. 2D-LC/MS analysis identified 1653 Leptospira proteins in serovar Canicola; 60 of these proteins were common to Copenhageni and Pomona, 16 of which are known to be immunogenic. This study provides the first reported proteome for serovar Canicola and suggests that proteomic comparison of different serovars could be used as a tool for identification of novel target molecules for vaccine development.

已查明230多例钩端螺旋体病例;然而,很少有完整的特征。本研究的目的是表征Canicola血清型的蛋白质组,并将其与哥本哈根和波莫纳血清型进行比较。2D-LC/MS分析在Canicola血清型中鉴定出1653种钩端螺旋体蛋白;其中60种蛋白质在哥本哈根和波莫纳是常见的,其中16种已知是免疫原性的。该研究首次报道了犬流行性感冒血清型的蛋白质组学,并表明不同血清型的蛋白质组学比较可作为鉴定疫苗开发新靶分子的工具。
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引用次数: 4
Prediction of spontaneous regression of cervical intraepithelial neoplasia lesions grades 2 and 3 by proteomic analysis. 用蛋白质组学分析预测宫颈上皮内瘤变2级和3级自发消退。
Pub Date : 2014-01-01 Epub Date: 2014-06-15 DOI: 10.1155/2014/129064
Kai-Erik Uleberg, Irene Tveiterås Ovestad, Ane Cecilie Munk, Cato Brede, Bianca van Diermen, Einar Gudlaugsson, Emiel A M Janssen, Anne Hjelle, Jan P A Baak

Regression of cervical intraepithelial neoplasia (CIN) 2-3 to CIN 1 or less is associated with immune response as demonstrated by immunohistochemistry in formaldehyde-fixed paraffin-embedded (FFPE) biopsies. Proteomic analysis of water-soluble proteins in supernatants of biopsy samples with LC-MS (LTQ-Orbitrap) was used to identify proteins predictive of CIN2-3 lesions regression. CIN2-3 in the biopsies and persistence (CIN2-3) or regression (≤CIN1) in follow-up cone biopsies was validated histologically by two experienced pathologists. In a learning set of 20 CIN2-3 (10 regressions and 10 persistence cases), supernatants were depleted of seven high abundance proteins prior to unidimensional LC-MS/MS protein analysis. Mean protein concentration was 0.81 mg/mL (range: 0.55-1.14). Multivariate statistical methods were used to identify proteins that were able to discriminate between regressive and persistent CIN2-3. The findings were validated in an independent test set of 20 CIN2-3 (10 regressions and 10 persistence cases). Multistep identification criteria identified 165 proteins. In the learning set, zinc finger protein 441 and phospholipase D6 independently discriminated between regressive and persistent CIN2-3 lesions and correctly classified all 20 patients. Nine regression and all persistence cases were correctly classified in the validation set. Zinc finger protein 441 and phospholipase D6 in supernatant samples detected by LTQ-Orbitrap can predict regression of CIN2-3.

经免疫组织化学检测,经甲醛固定石蜡包埋(FFPE)活检证实,宫颈上皮内瘤变(CIN) 2-3至CIN 1或以下的消退与免疫应答有关。采用LC-MS (LTQ-Orbitrap)对活检样品上清液中的水溶性蛋白进行蛋白质组学分析,以鉴定预测CIN2-3病变消退的蛋白。由两名经验丰富的病理学家在组织学上证实活组织检查中CIN2-3,随访椎体活组织检查中持续(CIN2-3)或消退(≤CIN1)。在20个CIN2-3的学习集(10个回归和10个持续案例)中,在一维LC-MS/MS蛋白质分析之前,上清液中去除7种高丰度蛋白质。平均蛋白浓度为0.81 mg/mL(范围:0.55 ~ 1.14)。采用多变量统计方法鉴定能够区分退行性和持续性CIN2-3的蛋白。结果在20个CIN2-3的独立测试集(10个回归和10个持续病例)中得到验证。多步骤鉴定标准鉴定出165个蛋白。在学习集中,锌指蛋白441和磷脂酶D6独立区分退行性和持续性CIN2-3病变,并正确分类所有20例患者。9个回归和所有持久性案例在验证集中被正确分类。LTQ-Orbitrap检测上清样品中的锌指蛋白441和磷脂酶D6可以预测CIN2-3的回归。
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引用次数: 14
Comparison of Heavy Labeled (SIL) Peptide versus SILAC Protein Internal Standards for LC-MS/MS Quantification of Hepatic Drug Transporters. LC-MS/MS定量肝脏药物转运体的重标记(SIL)肽与SILAC蛋白内标的比较
Pub Date : 2014-01-01 Epub Date: 2014-02-25 DOI: 10.1155/2014/451510
Bhagwat Prasad, Jashvant D Unadkat

We studied the precision of quantification of organic anion-transporting polypeptide 1B1 (OATP1B1), OATP1B3, OATP2B1, and P-glycoprotein (P-gp) in human livers by surrogate peptide based LC-MS/MS approach using two different internal standards: stable isotope labeled peptide (SIL) versus stable isotope labeled protein (SILAC). The SIL peptides were procured commercially and the SILAC proteins were generated in-house by labeling arginine and/or lysine residues in cells expressing these transporters. Liver tissue (n = 20) was homogenized and the membrane fraction was isolated. The membranes were trypsin digested and the peptides were analyzed using LC-MS/MS under optimized conditions. The precision in the quantification of proteins in three independently trypsin digested samples from each liver was calculated as the standard deviation of the log transformed protein concentration. The precision of the SIL internal standard method was either slightly (P < 0.05, paired t-test) better than that of the SILAC method (OATP1B1, OATP1B3, and P-gp) or not different (OATP2B1). Trypsin digestion, as measured by the response of the labeled peptide derived from the SILAC protein, was consistent across liver samples. These results indicate that when maximum trypsin digestion is ensured, the SIL internal standard method can be used with confidence for quantification of drug transporters.

采用稳定同位素标记肽(SIL)和稳定同位素标记蛋白(SILAC)两种不同的内标,研究了基于替代肽的LC-MS/MS方法定量人肝脏中有机阴离子转运多肽1B1 (OATP1B1)、OATP1B3、OATP2B1和p -糖蛋白(P-gp)的精度。SIL多肽是在商业上获得的,SILAC蛋白是在内部通过标记表达这些转运蛋白的细胞中的精氨酸和/或赖氨酸残基来生成的。肝组织(n = 20)均质,分离膜组分。经胰蛋白酶酶切后,在优化条件下采用LC-MS/MS对膜进行分析。定量蛋白质的精度在三个独立胰蛋白酶消化样品从每个肝脏被计算为对数转化蛋白质浓度的标准差。SIL内标法与SILAC法(OATP1B1、OATP1B3和P-gp)的精密度或略高于(P < 0.05,配对t检验),或无差异(OATP2B1)。胰蛋白酶消化,通过对来自SILAC蛋白的标记肽的反应来测量,在肝脏样本中是一致的。这些结果表明,在保证最大胰蛋白酶消化的情况下,SIL内标法可以可靠地用于药物转运体的定量。
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引用次数: 18
The effect of alendronate on proteome of hepatocellular carcinoma cell lines. 阿仑膦酸钠对肝癌细胞系蛋白质组的影响。
Pub Date : 2014-01-01 Epub Date: 2014-02-06 DOI: 10.1155/2014/532953
Amber Ilyas, Zehra Hashim, Nadia Naeem, Kanwal Haneef, Shamshad Zarina

Cancer is a life threatening disorder effecting 11 million people worldwide annually. Among various types of cancers, Hepatocellular carcinoma (HCC) has a higher rate of mortality and is the fifth leading cause of cancer related deaths around the world. Many chemotherapeutic drugs have been used for the treatment of HCC with many side effects. These drugs are inhibitors of different cell regulatory pathways. Mevalonate (MVA) pathway is an important cellular cascade vital for cell growth. A variety of inhibitors of MVA pathway have been reported for their anticancerous activity. Bisphosphonates (BPs) are members of a family involved in the treatment of skeletal complications. In recent years, their anticancer potential has been highlighted. Current study focuses on exploring the effects of alendronate (ALN), a nitrogen containing BP, on hepatocellular carcinoma cell line using genomic and proteomics approach. Our results identified ten differentially expressed proteins, of which five were up regulated and five were down regulated in ALN treated cells. Furthermore, we also performed gene expression analysis in treated and control cell lines. The study may help in understanding the molecular mechanism involved in antitumor activity of ALN, identification of possible novel drug targets, and designing new therapeutic strategies for HCC.

癌症是一种威胁生命的疾病,每年影响全球1100万人。在各种类型的癌症中,肝细胞癌(HCC)的死亡率较高,是全球癌症相关死亡的第五大原因。许多化疗药物已被用于治疗肝癌,但有许多副作用。这些药物是不同细胞调控途径的抑制剂。甲羟戊酸(MVA)通路是一个重要的细胞级联,对细胞生长至关重要。多种MVA途径的抑制剂已被报道具有抗癌活性。双膦酸盐(bp)是治疗骨骼并发症的家族成员。近年来,它们的抗癌潜力得到了重视。目前的研究重点是利用基因组学和蛋白质组学方法探讨含氮BP阿仑膦酸钠(ALN)对肝癌细胞系的影响。我们的结果鉴定了10个差异表达蛋白,其中5个在ALN处理的细胞中上调,5个下调。此外,我们还在处理和对照细胞系中进行了基因表达分析。该研究有助于了解ALN抗肿瘤活性的分子机制,确定可能的新药物靶点,设计新的HCC治疗策略。
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引用次数: 12
A colorimetric method for monitoring tryptic digestion prior to shotgun proteomics. 在鸟枪蛋白组学之前监测胰蛋白酶消化的比色法。
Pub Date : 2014-01-01 Epub Date: 2014-02-10 DOI: 10.1155/2014/125482
Richard I Somiari, Kutralanathan Renganathan, Stephen Russell, Steven Wolfe, Florentina Mayko, Stella B Somiari

Tryptic digestion is an important preanalytical step in shotgun proteomics because inadequate or excessive digestion can result in a failed or incomplete experiment. Unfortunately, this step is not routinely monitored before mass spectrometry because methods available for protein digestion monitoring either are time/sample consuming or require expensive equipment. To determine if a colorimetric method (ProDM Kit) can be used to identify the extent of tryptic digestion that yields the best proteomics outcome, plasma and serum digested for 8 h and 24 h were screened with ProDM, Bioanalyzer, and LC/MS/MS, and the effect of digestion on the number of proteins identified and sequence coverage was compared. About 6% and 16% less proteins were identified when >50% of proteins were digested in plasma and serum, respectively, compared to when ~46% of proteins were digested. Average sequence coverage for albumin, haptoglobin, and serotransferrin after 2 h, 8 h, and 24 h digestion was 52%, 45%, and 45% for serum and 54%, 47%, and 42% for plasma, respectively. This paper reiterates the importance of optimizing the tryptic digestion step and demonstrates the extent to which ProDM can be used to monitor and standardize protein digestion to achieve better proteomics outcomes.

胰消化是散弹枪蛋白质组学分析前的重要步骤,因为消化不足或过度会导致实验失败或不完整。不幸的是,这一步并没有在质谱法之前进行常规监测,因为用于蛋白质消化监测的方法要么耗时/样品消耗,要么需要昂贵的设备。为了确定是否可以使用比色法(ProDM Kit)来确定产生最佳蛋白质组学结果的胰蛋白酶消化程度,使用ProDM、Bioanalyzer和LC/MS/MS筛选消化8 h和24 h的血浆和血清,并比较消化对鉴定蛋白质数量和序列覆盖率的影响。当血浆和血清中蛋白质消化率>50%时,与消化率~46%时相比,分别减少约6%和16%的蛋白质。血清消化2小时、8小时和24小时后白蛋白、接触珠蛋白和血清转铁蛋白的平均序列覆盖率分别为52%、45%和45%,血浆为54%、47%和42%。本文重申了优化胰蛋白酶消化步骤的重要性,并展示了ProDM可用于监测和标准化蛋白质消化的程度,以获得更好的蛋白质组学结果。
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引用次数: 5
Combined phosphoproteomics and bioinformatics strategy in deciphering drug resistant related pathways in triple negative breast cancer. 联合磷蛋白组学和生物信息学策略解读三阴性乳腺癌耐药相关途径。
Pub Date : 2014-01-01 Epub Date: 2014-11-13 DOI: 10.1155/2014/390781
Xinyu Deng, Morris Kohanfars, Huan Ming Hsu, Puneet Souda, Joe Capri, Julian P Whitelegge, Helena R Chang

Because of the absence of a clear therapeutic target for triple negative breast cancer (TNBC), conventional chemotherapy is the only available systemic treatment option for these patients. Despite chemotherapy treatment, TNBC patients still have worse prognosis when compared with other breast cancer patients. The study is to investigate unique phosphorylated proteins expressed in chemoresistant TNBC cell lines. In the current study, twelve TNBC cell lines were subjected to drug sensitivity assays against chemotherapy drugs docetaxel, doxorubicin, gemcitabine, and cisplatin. Based on their half maximal inhibitory concentrations, four resistant and two sensitive cell lines were selected for further analysis. The phosphopeptides from these cells were enriched with TiO2 beads and fractionated using strong cation exchange. 1,645 phosphoprotein groups and 9,585 unique phosphopeptides were identified by a high throughput LC-MS/MS system LTQ-Orbitrap. The phosphopeptides were further filtered with Ascore system and 1,340 phosphoprotein groups, 2,760 unique phosphopeptides, and 4,549 unique phosphosites were identified. Our study suggested that differentially phosphorylated Cdk5, PML, AP-1, and HSF-1 might work together to promote vimentin induced epithelial to mesenchymal transition (EMT) in the drug resistant cells. EGFR and HGF were also shown to be involved in this process.

由于三阴性乳腺癌(TNBC)缺乏明确的治疗靶点,传统化疗是这些患者唯一可用的全身治疗选择。尽管进行了化疗,但与其他乳腺癌患者相比,TNBC患者的预后仍较差。该研究旨在研究在化疗耐药TNBC细胞系中表达的独特磷酸化蛋白。在目前的研究中,12个TNBC细胞系进行了对化疗药物多西紫杉醇、阿霉素、吉西他滨和顺铂的药物敏感性分析。根据它们的一半最大抑制浓度,选择4个耐药细胞株和2个敏感细胞株进行进一步分析。这些细胞的磷酸肽被TiO2微球富集,并通过强阳离子交换进行分离。高通量LC-MS/MS系统LTQ-Orbitrap鉴定了1,645个磷酸蛋白基团和9,585个独特的磷酸肽。用Ascore系统进一步筛选,鉴定出1340个磷酸蛋白基团、2760个独特的磷酸肽和4549个独特的磷酸位点。我们的研究表明,差异磷酸化的Cdk5、PML、AP-1和HSF-1可能共同促进了波形蛋白诱导的耐药细胞上皮向间质转化(EMT)。EGFR和HGF也参与了这一过程。
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引用次数: 4
An Internal Standard-Assisted Synthesis and Degradation Proteomic Approach Reveals the Potential Linkage between VPS4B Depletion and Activation of Fatty Acid β-Oxidation in Breast Cancer Cells. 一种内部标准辅助合成和降解蛋白质组学方法揭示了乳腺癌细胞中 VPS4B 消耗与脂肪酸β氧化活化之间的潜在联系。
Pub Date : 2013-01-01 Epub Date: 2013-02-04 DOI: 10.1155/2013/291415
Zhongping Liao, Stefani N Thomas, Yunhu Wan, H Helen Lin, David K Ann, Austin J Yang

The endosomal/lysosomal system, in particular the endosomal sorting complexes required for transport (ESCRTs), plays an essential role in regulating the trafficking and destination of endocytosed receptors and their associated signaling molecules. Recently, we have shown that dysfunction and down-regulation of vacuolar protein sorting 4B (VPS4B), an ESCRT-III associated protein, under hypoxic conditions can lead to the abnormal accumulation of epidermal growth factor receptor (EGFR) and aberrant EGFR signaling in breast cancer. However, the pathophysiological consequences of VPS4B dysfunction remain largely elusive. In this study, we used an internal standard-assisted synthesis and degradation mass spectrometry (iSDMS) method, which permits the direct measurement of protein synthesis, degradation and protein dynamic expression, to address the effects of VPS4B dysfunction in altering EGF-mediated protein expression. Our initial results indicate that VPS4B down-regulation decreases the expression of many proteins involved in glycolytic pathways, while increased the expression of proteins with roles in mitochondrial fatty acid β-oxidation were up-regulated in VPS4B-depleted cells. This observation is also consistent with our previous finding that hypoxia can induce VPS4B down-regulated, suggesting that the adoption of fatty acid β-oxidation could potentially serve as an alternative energy source and survival mechanism for breast cancer cells in response to hypoxia-mediated VPS4B dysfunction.

内体/溶酶体系统,尤其是转运所需的内体分选复合物(ESCRTs),在调节内吞受体及其相关信号分子的转运和去向方面起着至关重要的作用。最近,我们发现在缺氧条件下,与ESCRT-III相关的空泡蛋白分选4B(VPS4B)的功能障碍和下调可导致乳腺癌中表皮生长因子受体(EGFR)的异常聚集和EGFR信号的异常传递。然而,VPS4B 功能障碍的病理生理学后果在很大程度上仍然难以捉摸。在本研究中,我们采用了一种内部标准辅助合成和降解质谱(iSDMS)方法,该方法可直接测量蛋白质的合成、降解和蛋白质动态表达,以探讨VPS4B功能障碍在改变EGF介导的蛋白质表达方面的影响。我们的初步研究结果表明,下调 VPS4B 会降低许多参与糖酵解途径的蛋白质的表达,而在 VPS4B 缺失的细胞中,上调了在线粒体脂肪酸 β 氧化过程中发挥作用的蛋白质的表达。这一观察结果也与我们之前发现的缺氧可诱导VPS4B下调的结果一致,这表明采用脂肪酸β-氧化有可能成为乳腺癌细胞应对缺氧介导的VPS4B功能障碍的替代能源和生存机制。
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引用次数: 0
Advances in quantitative mass spectrometry. 定量质谱法研究进展。
Pub Date : 2013-01-01 Epub Date: 2013-04-29 DOI: 10.1155/2013/621029
Mu Wang, Bomie Han, Valerie Wasinger
Mass spectrometry (MS) has played an ever-increasing role in the basic sciences since the invention of ESI, trap, and MALDI techniques. MS has been applied extensively in genomics, proteomics, transcriptomics, and metabolomics for biomolecular identification, quantification, and characterization, making it a powerful tool for the analysis of biological processes and biomarker development. In particular, the application of quantitative mass spectrometry offers new opportunity and great potential to develop innovative diagnostic and prognostic tests, to identify novel therapeutic targets, to allow the design of individualized patient treatment, and eventually to extend healthy life and reduce the burdens of illness and disability. In recent years, our capabilities in the “omics” field have been profoundly enhanced due to the advances in both hardware and software. The performance capabilities, easy operation, and robustness of MS over other techniques have made it an ideal platform for quantitative proteomics. This platform offers an analytical tool for faster, higher throughput, and wider dynamic range protein analysis and can be applied in both stable-isotope labeled or label-free manner for relative and absolute quantitation of proteins and peptides in vastly complex samples. The advancement in quantitative mass spectrometry is reflected by the wide range of topics covered in this special issue. H. V. Trinh et al. compare quantitative results using labeled (iTRAQ) and label-free (ion count) approaches to study the proteomes of noninfected and human adenovirus infected cells. In this study, multiple informatics quantitation tools were evaluated. V. Wasinger et al. provide comprehensive and critical overview of quantitative techniques used in biomarker research from the low-cost discovery-driven to hypothesis-driven quantitation using synthetic standards with complimentary analysis of trends by alternative techniques. A comparative overview with associated informatics links provides an excellent snapshot of proteomic quantitative techniques. Z. Liao et al. present novel use of SILAC method to generate internal standard peptides for the kinetic study of protein synthesis and degradation to reveal potential linkage between vacuolar protein sorting 4B (VPS4B) and fatty acid β-oxidation pathway in breast cancer cells. O. Anania et al. illustrate a novel peptide-based SILAC method that, in combination with quantitative mass spectrometry, can be utilized to characterize and quantify protein posttranslational modifications, even those with novel modifications that may not be detected using conventional proteomic workflows or informatics algorithms. X. Lai et al. present common issues associated with the label-free protein quantification approach including qualification of the peptides, chromatographic peak alignment, peak normalization, and an overview of the method and examples of their use to overcome some of the technical challeng
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引用次数: 1
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International journal of proteomics
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