Predicting protein fold types by the general form of Chou's pseudo amino acid composition: approached from optimal feature extractions.

Abstract:

:Identification on protein folding types is always based on the 27-class folds dataset, which was provided by Ding & Dubchak in 2001. But with the avalanche of protein sequences, fold data is also expanding, so it will be the inevitable trend to improve the existing dataset and expand more folding types. In this paper, we construct a multi-class protein fold dataset, which contains 3,457 protein chains with sequence identity below 35% and could be classified into 76 fold types. It was 4 times larger than Ding & Dubchak's dataset. Furthermore, our work proposes a novel approach of support vector machine based on optimal features. By combining motif frequency, low-frequency power spectral density, amino acid composition, the predicted secondary structure and the values of auto-correlation function as feature parameters set, the method adopts criterion of the maximum correlation and the minimum redundancy to filter these features and obtain a 95-dimensions optimal feature subset. Based on the ensemble classification strategy, with 95-dimensions optimal feature as input parameters of support vector machine, we identify the 76-class protein folds and overall accuracy measures up to 44.92% by independent test. In addition, this method has been further used to identify upgraded 27-class protein folds, overall accuracy achieves 66.56%. At last, we also test our method on Ding & Dubchak's 27-class folds dataset and obtained better identification results than most of the previous reported results.

journal_name

Protein Pept Lett

authors

Liu L,Hu XZ,Liu XX,Wang Y,Li SB

doi

10.2174/092986612799789378

subject

Has Abstract

pub_date

2012-04-01 00:00:00

pages

439-49

issue

4

eissn

0929-8665

issn

1875-5305

pii

BSP/ PPL/ E pub/0422

journal_volume

19

pub_type

杂志文章
  • Terminal sequence importance of de novo proteins from binary-patterned library: stable artificial proteins with 11- or 12-amino acid alphabet.

    abstract::Successful approaches of de novo protein design suggest a great potential to create novel structural folds and to understand natural rules of protein folding. For these purposes, smaller and simpler de novo proteins have been developed. Here, we constructed smaller proteins by removing the terminal sequences from stab...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986612800494101

    authors: Okura H,Takahashi T,Mihara H

    更新日期:2012-06-01 00:00:00

  • Interaction between two residues in the inter-domain interface of Escherichia coli peptidase N modulates catalytic activity.

    abstract::The role of interaction between Asn259 (catalytic domain) with Gln821 (C-terminal domain) in PeptidaseN was investigated. The k(cat) of PeptidaseN containing Asn259Asp or Gln821Glu is enhanced whereas it is suppressed in Asn259AspGln821Glu. Structural analysis shows this interaction to change the relative disposition ...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986609787848081

    authors: Kumar A,Reddy S,Srinivasan N,Nandi D

    更新日期:2009-01-01 00:00:00

  • Antibodies and their multivalent constructs for cancer therapy.

    abstract::In 2008 cancer was identified by the World Health Organization (WHO) as one of four threats to human health and development. Since the early published reports of the first chemotherapeutic, mustine, in 1946, the anti-cancer drug and development industry has grown into a multi-billion dollar business enterprise. Worldw...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章,评审

    doi:10.2174/0929866521666140626102802

    authors: Li Q,Yi L,Marek P

    更新日期:2014-01-01 00:00:00

  • Properties of a putative cambialistic superoxide dismutase from the aerotolerant bacterium Streptococcus thermophilus strain LMG 18311.

    abstract::The aerotolerance of the lactic - fermentative bacterium Streptococcus thermophilus is mainly based on the key antioxidant function of superoxide dismutase (StSOD). In this work, the comparison of recombinant StSOD (rStSOD) forms obtained from two different initiation triplets indicated that the enzyme from S. thermop...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986612799363127

    authors: De Vendittis A,Marco S,Di Maro A,Chambery A,Albino A,Masullo M,Michniewicz A,Parlato G,De Angelis A,De Vendittis E,Rullo R

    更新日期:2012-03-01 00:00:00

  • Properties of a Kunitz-type trypsin inhibitor from Delonix regia seeds against digestive proteinases of Anagasta kuehniella (Z.) and Corcyra cephalonica (S.) (Lepidoptera: Pyralidae).

    abstract::DrTI was effective against trypsin-like enzymes from A. kuehniella and C. cephalonica, however an artificial diet was insufficient to affect the survival and body weight of either insect. The inhibitor stimulated chymotrypsin-like enzymes and probably induced the synthesis of enzymes insensitive to TLCK in neonate lar...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986609789839395

    authors: Macedo ML,Pando SC,Chevreuil LR,Marangoni S

    更新日期:2009-01-01 00:00:00

  • Hydroxyl radical mediates oxidative modification of caprine alpha-2 macroglobulin.

    abstract::ROS, including (.)OH, is now recognized as the hallmark of inflammation and damage to the anti-proteinase barrier has been implicated in a number of pathophysiological conditions. We have previously shown that O2( -) and H2O2/HOCl are physiologically relevant inactivators of alpha 2M, a key anti-proteinase. Here, we s...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986609787049376

    authors: Khan SA,Khan FH

    更新日期:2009-01-01 00:00:00

  • Preparation, crystallization and preliminary X-ray analysis of the Fab fragment of monoclonal antibody MN423, revealing the structural aspects of Alzheimer's paired helical filaments.

    abstract::Monoclonal antibody (mAb) MN423 recognizes Alzheimer's disease specific conformation of tau protein assembled into paired helical filaments (PHF). Since the three-dimensional structure of PHF is currently unavailable, the structure of MN423 binding site could provide important information about PHF conformation with t...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986606778256180

    authors: Csóková N,Skrabana R,Urbániková L,Kovácech B,Popov A,Sevcík J,Novák M

    更新日期:2006-01-01 00:00:00

  • Preparation and characterization of a novel recombinant human parathyroid hormone (1-34) analog (Gly1-Gln26-rhPTH(1-34)) with enhanced biological activity.

    abstract::A recombinant human parathyroid hormone (rhPTH) fragment (Gly1-Gln26-rhPTH(1-34)) which contains two amino acids substitutions (Gly1 and Gln26) was acquired through Escherichia coli expression system using a soluble fusion protein strategy. The soluble fusion protein MBP-Gly1-Gln26-rhPTH(1-34) was harvested after puri...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986608785203773

    authors: Xu XC,Zhong SD,Kai F,Li LR,Liu C,Liu B,Bao JK

    更新日期:2008-01-01 00:00:00

  • The-N-End Rule: The Beginning Determines the End.

    abstract::In eukaryotic cells, regulated protein degradation of intracellular proteins is mediated largely by the ubiquitin proteasome system (UPS). UPS-mediated protein degradation regulates virtually all crucial aspects of cellular physiology, such as cell proliferation, cell division, cell differentiation, and cell death. Co...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866523666160108115809

    authors: Eldeeb M,Fahlman R

    更新日期:2016-01-01 00:00:00

  • Fused RolA protein enhances beta-glucoronidase activity 50-fold: implication for RolA mechanism of action.

    abstract::We report that the plant oncoprotein RolA from Agrobacterium rhizogenes acts to stabilize beta-glucoronidase (Gus) when the two proteins are expressed as a fusion protein in transformed tobacco. The observed 50-fold increase of Gus activity was shown to be related to protein accumulation, with no significant changes i...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866033478951

    authors: Barros LM,Curtis RH,Viana AA,Campos L,Carneiro M

    更新日期:2003-06-01 00:00:00

  • Renin-Angiotensin-Aldosterone System and Migraine: A Systematic Review of Human Studies.

    abstract::Migraine is a common neurologic condition marked by recurrent episodes of headache. Its pathophysiology is highly complex involving neuronal, inflammatory and vascular mechanisms. The Renin-Angiotensin System (RAS) can modulate all these mechanism, being a potential pharmacological target for migraine treatment. We ca...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866527666200129160136

    authors: Sassi KLM,Martins LB,de Miranda AS,Teixeira AL

    更新日期:2020-01-01 00:00:00

  • Protein-protein interactions in membranes.

    abstract::In this article we review the current status of our understanding of membrane mediated interactions from theory and experiment. Phenomenological mean field and molecular models will be discussed and compared to recent experimental results from dynamical neutron scattering and atomic force microscopy. ...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章,评审

    doi:10.2174/092986611794653941

    authors: Armstrong CL,Sandqvist E,Rheinstädter MC

    更新日期:2011-04-01 00:00:00

  • Antibiotic activity of antimicrobial peptide against Pseudomonads isolated from a patient with gallstones.

    abstract::We investigated the in vitro antibiotic activity of the 19-amino acid antimicrobial peptide HP (2-20), derived from the N-terminus of Helicobacter pylori Ribosomal Protein L1 (RPL1), against antibiotic susceptible and resistant pathogens from a patient with gallstones. HP (2-20) was active against antibiotic-susceptib...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986606774502018

    authors: Park Y,Hahm JS,Hahm KS

    更新日期:2006-01-01 00:00:00

  • Prediction of protein-protein interactions from protein sequence using local descriptors.

    abstract::With a huge amount of protein sequence data, the computational method for protein-protein interaction (PPI) prediction using only the protein sequences information have drawn increasing interest. In this article, we propose a sequence-based method based on a novel representation of local protein sequence descriptors. ...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986610791760306

    authors: Yang L,Xia JF,Gui J

    更新日期:2010-09-01 00:00:00

  • metaPIS: a sequence-based meta-server for protein interaction site prediction.

    abstract::The identification of interfaces in protein complexes is effective for the elucidation of protein function and helps us to understand their roles in biological processes. With the exponentially growing amount of protein sequence data, an exploration of new methods that predict protein interaction sites based solely on...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986613804725208

    authors: Huang J,Deng R,Wang J,Wu H,Xiong Y,Wang X

    更新日期:2013-02-01 00:00:00

  • Are proteins translocated through pores? An historical overview.

    abstract::Most proteinaceous pores are characterized as ionic channels. However, some are also involved in protein translocation through phospholipidic membranes. This concept has evolved slowly in cell biology and in biophysics, requiring the development of adapted electrical and biochemical methods. Protein translocation in m...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章,评审

    doi:10.2174/09298665113209990076

    authors: Henry JP

    更新日期:2014-03-01 00:00:00

  • Improved performance in protein secondary structure prediction by combining multiple predictions.

    abstract::In this paper(1) we present a novel framework for protein secondary structure prediction. In this prediction framework, firstly we propose a novel parameterized semi-probability profile, which combines single sequence with evolutionary information effectively. Secondly, different semi-probability profiles are respecti...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986606778777551

    authors: Huang DS,Huang X

    更新日期:2006-01-01 00:00:00

  • The role of tyrosine residues in the RNA N-glycosidase activity of cinnamomin A-chain.

    abstract::Cinnamomin is a type II ribosome-inactivating protein (RIP) and its A-chain (CTA) is a RNA N-glycosidase. It is observed that modification of tyrosine residues by N-acetylimidazole (N-AI) causes almost complete loss of CTA activity. Adenine partially protects tyrosine residues from modification by N-AI. It is proposed...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866033478771

    authors: Xu H,Liu WY

    更新日期:2003-10-01 00:00:00

  • A designed beta-hairpin forming peptide undergoes a consecutive stepwise process for self-assembly into nanofibrils.

    abstract::We used a de novo designed, beta-hairpin forming T1 peptide as a model to investigate the kinetics of peptide fibrogenesis by a combination of light scattering (LS), circular dichroism (CD), fluorescence, and atomic force microscopy (AFM). The results demonstrate that the T1 fibrogenesis undergoes a consecutive stepwi...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986610790963690

    authors: Wang C,Sha Y

    更新日期:2010-04-01 00:00:00

  • A small tripeptide AFA undergoes two state cooperative conformational transitions: implications for conformational biases in unfolded states.

    abstract::It is important to understand the conformational biases that are present in unfolded states to understand protein folding. In this context, it is surprising that even a short tripeptide like AFA samples folded/ordered conformation as demonstrated recently by NMR experiments of the peptide in aqueous solution at 280 K....

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986607780989886

    authors: Patel S,Taimni R,Sasidhar YU

    更新日期:2007-01-01 00:00:00

  • The C-terminal domain of eukaryotic acidic ribosomal P2 proteins is intrinsically disordered with conserved structural propensities.

    abstract::The P2 protein (equivalent of L7/L12 in prokaryotes), a member of the ribosomal stalk in eukaryotes, is highly conserved, particularly its C-terminal domain. In order to understand the sequence-structure-function relationships in eukaryotic C-terminal stretches, about which nothing is known at the moment, we have inve...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866521666141121160523

    authors: Mishra P,Rajagopal S,Sharma S,Hosur RV

    更新日期:2014-01-01 00:00:00

  • Crystallization and preliminary X-ray diffraction analysis of PD-L1, a highly glycosylated ribosome inactivating protein with DNase activity.

    abstract::PD-L1 is a highly glycosylated type 1 ribosome inactivating protein, from Phytolacca dioica leaves, with the peculiarity to act also as a DNase. PD-L1 has been successfully crystallized using vapour diffusion and seeding techniques. Crystals belong to the monoclinic C2 space group, with unit cell dimensions a=161.01, ...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986607780363899

    authors: Ruggiero A,Chambery A,Di Maro A,Mastroianni A,Parente A,Berisio R

    更新日期:2007-01-01 00:00:00

  • The proline-rich domain and the microtubule binding domain of protein tau acting as RNA binding domains.

    abstract::Neuronal tau, through its proline-rich domain and the microtubule binding domain, binds to RNA non-sequence-specifically via electrostatic interaction. This binding inhibits the activity of tau. Tau and RNA were also found to co-localize in SH-SY5Y cells suggesting that RNA has opportunities to interact with tau in ce...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986606777790566

    authors: Wang X,Wang D,Zhao J,Qu M,Zhou X,He H,He R

    更新日期:2006-01-01 00:00:00

  • Salt-assisted religation of proteolyzed Glutathione-S-transferase follows Hofmeister series.

    abstract::Proteases have been used not only for proteolysis but also in organic solvent-assisted religation processes. Here, we demonstrated the effect of salts on peptide bond resynthesis in Glutathione-S-transferase (GST) and have found it to be in the purview of the Hofmeister phenomena. Our results show that the efficiency ...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986610789909395

    authors: Kishan KV,Sharma A

    更新日期:2010-01-01 00:00:00

  • Protein structure classification using geometric invariants and dynamic programming.

    abstract::Classification of newly determined protein structures is important in understanding their function and mechanism of action. Currently available methods employ a global structure alignment strategy and are computationally expensive. We propose a two-step methodology with a quick screen to significantly reduce the numbe...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986607781483877

    authors: Dalal A,Deshmukh S,Wangika PP

    更新日期:2007-01-01 00:00:00

  • Three sampling strategies to predict mutations in H5N1 hemagglutitins from influenza A virus.

    abstract::After several studies on prediction of mutation, we examine the effect of three sampling strategies, the sampling based on years, the sampling based on number of mutations, and the sampling based on the unpredictable portion of amino-acid pairs, on the prediction performance in H5N1 hemagglutinins. The results show th...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986608785133735

    authors: Wu G,Yan S

    更新日期:2008-01-01 00:00:00

  • The two pathways for effective orthogonal protection of L-ornithine, for amino acylation of 5'-O-pivaloyl nucleosides, describe the general and important role for the successful imitation, during the model substrates for the ribosomal mimic reaction.

    abstract::Bz(NO(2))-Orn(Boc)-OCH(2)CN was synthesized as an amino acid component with effective and successful orthogonal protection for amino acylation of 5'-O-Pivaloyl nucleosides and preparation of substrates for model ribosome reactions. The synthesis was carried out using suitable combinations of the methods of peptide syn...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986610791306625

    authors: Bayryamov SG,Vassilev NG,Petkov DD

    更新日期:2010-07-01 00:00:00

  • Secreted nucleobindin-2 inhibits 3T3-L1 adipocyte differentiation.

    abstract::Nucleobindin-2 is a 420 amino acid EF-hand Ca²⁺ binding protein that can be further processed to generate an 82 amino terminal peptide termed Nesfatin-1. To examine the function of secreted Nucleobindin-2 in adipocyte differentiation, cultured 3T3-L1 cells were incubated with either 0 or 100 nM of GST, GST-Nucleobindi...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986612802084546

    authors: Tagaya Y,Osaki A,Miura A,Okada S,Ohshima K,Hashimoto K,Yamada M,Satoh T,Shimizu H,Mori M

    更新日期:2012-09-01 00:00:00

  • Chemical and thermal unfolding of calreticulin.

    abstract::Calreticulin is a soluble endoplasmic reticulum chaperone, which has a relatively low melting point due to its remarkable structure with a relatively high content of flexible structural elements. Using far ultraviolet circular dichroism (CD) spectroscopy and a fluorescent dye binding thermal shift assay, we have inves...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/0929866511320050009

    authors: Duus K,Larsen N,Tran TA,Güven E,Skov LK,Jespersgaard C,Gajhede M,Houen G

    更新日期:2013-05-01 00:00:00

  • Prediction of binding motifs in hepatitis C virus NS5A and human proteins.

    abstract::From the extensive analysis, we identified three highly conserved sequence segments in HCV NS5A proteins and one binding motif in human proteins. The binding motif of human proteins often forms a full helix or an extended strand-loop structure, and is in good agreement with the experimental findings of previous studie...

    journal_title:Protein and peptide letters

    pub_type: 杂志文章

    doi:10.2174/092986608784567500

    authors: Zhang GZ,Han K

    更新日期:2008-01-01 00:00:00