Evolution of Machine Learning Algorithms in the Prediction and Design of Anticancer Peptides.

Abstract:

:Peptides act as promising anticancer agents due to their ease of synthesis and modifications, enhanced tumor penetration, and less systemic toxicity. However, only limited success has been achieved so far, as experimental design and synthesis of anticancer peptides (ACPs) are prohibitively costly and time-consuming. Furthermore, the sequential increase in the protein sequence data via highthroughput sequencing makes it difficult to identify ACPs only through experimentation, which often involves months or years of speculation and failure. All these limitations could be overcome by applying machine learning (ML) approaches, which is a field of artificial intelligence that automates analytical model building for rapid and accurate outcome predictions. Recently, ML approaches hold great promise in the rapid discovery of ACPs, which could be witnessed by the growing number of MLbased anticancer prediction tools. In this review, we aim to provide a comprehensive view on the existing ML approaches for ACP predictions. Initially, we will briefly discuss the currently available ACP databases. This is followed by the main text, where state-of-the-art ML approaches working principles and their performances based on the ML algorithms are reviewed. Lastly, we discuss the limitations and future directions of the ML methods in the prediction of ACPs.

journal_name

Curr Protein Pept Sci

authors

Basith S,Manavalan B,Shin TH,Lee DY,Lee G

doi

10.2174/1389203721666200117171403

subject

Has Abstract

pub_date

2020-01-01 00:00:00

pages

1242-1250

issue

12

eissn

1389-2037

issn

1875-5550

pii

CPPS-EPUB-103747

journal_volume

21

pub_type

杂志文章
  • Roles of Biogenic Amines in Intestinal Signaling.

    abstract::Biogenic amines in the gastrointestinal tract are important metabolites of dietary protein and amino acids with the help of gut digestive enzymes and microbes, which play a crucial role in the regulation of intestinal functions, including digestion, absorption, and local immunity. However, high concentrations of bioge...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203717666160627073048

    authors: Fan P,Song P,Li L,Huang C,Chen J,Yang W,Qiao S,Wu G,Zhang G,Ma X

    更新日期:2017-01-01 00:00:00

  • About TFE: Old and New Findings.

    abstract::The fluorinated alcohol 2,2,2-Trifluoroethanol (TFE) has been implemented for many decades now in conformational studies of proteins and peptides. In peptides, which are often disordered in aqueous solutions, TFE acts as secondary structure stabilizer and primarily induces an α -helical conformation. The exact mechani...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203720666190214152439

    authors: Vincenzi M,Mercurio FA,Leone M

    更新日期:2019-01-01 00:00:00

  • Marine Peptides as Anticancer Agents: A Remedy to Mankind by Nature.

    abstract:BACKGROUND:In the search of bioactive molecules, nature has always been an important source and most of the drugs in clinic are either natural products or derived from natural products. The ocean has played significant role as thousands of molecules and their metabolites with different types of biological activity such...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203717666160724200849

    authors: Negi B,Kumar D,Rawat DS

    更新日期:2017-01-01 00:00:00

  • Toll-like receptors: sensor molecules for detecting damage to the nervous system.

    abstract::Toll-like receptors (TLRs) are type I transmembrane signaling molecules that are expressed in cells of the innate immune system. In these cells, TLRs function as pattern recognition receptors (PRR) that recognize specific molecular patterns derived from microorganisms. Upon activation, TLRs trigger a cascade of intrac...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203711314010006

    authors: Lee H,Lee S,Cho IH,Lee SJ

    更新日期:2013-02-01 00:00:00

  • Amyloidogenicity of p53: a hidden link between protein misfolding and cancer.

    abstract::Pathogenic aggregation is closely associated with various protein misfolding diseases such as type 2 diabetes mellitus and Alzheimer's disease. Amyloidogenic proteins that have a propensity to assemble into amyloid oligomers and fibrils form the aggregates. The tumor suppressor p53, a transcription factor that regulat...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:

    authors: Gong H,Yang X,Zhao Y,Petersen RB,Liu X,Liu Y,Huang K

    更新日期:2015-01-01 00:00:00

  • Crosstalk Between Bioactive Peptide and Intestinal Barrier in Gut Homeostasis.

    abstract::The bioactive peptides are protein fragments which have a positive impact on the intestinal homeostasis. Intestinal homeostasis depends on the diverse functions of intestinal barrier including the microbiological, physical, chemical and immunological barriers. Defects in intestinal barrier function are associated with...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203716666150630134804

    authors: Ji J,Qu H,Shu D

    更新日期:2015-01-01 00:00:00

  • Revisiting proteus: do minor changes in lectin structure matter in biological activity? Lessons from and potential biotechnological uses of the Diocleinae subtribe lectins.

    abstract::Significant differences in function have been observed among lectins structurally similar to concanavalin A, but their high homology with this widely used lectin has kept them in obscurity. The observation of large differences in the potency of many of these Diocleinae lectins as stimulators of Interferon-g production...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203013381152

    authors: Cavada BS,Barbosa T,Arruda S,Grangeiro TB,Barral-Netto M

    更新日期:2001-06-01 00:00:00

  • Construction of macromolecular assemblages in eukaryotic processes and their role in human disease: linking RINGs together.

    abstract::Members of the Really Interesting New Gene (RING) family of proteins are found throughout the cells of eukaryotes and function in processes as diverse as development, oncogenesis, viral replication and apoptosis. There are over 200 members of the RING family where membership is based on the presence of a consensus seq...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章

    doi:10.2174/1389203003381478

    authors: Kentsis A,Borden KL

    更新日期:2000-07-01 00:00:00

  • NOD-Like Receptors: A Tail from Plants to Mammals Through Invertebrates.

    abstract::NOD Like Receptors (NLRs) are the most abundant cytoplasmic immune receptors in plants and animals and they similarly act sensing pathogen invasion and activating immune response. Despite the fact that plant and mammals NLRs share homology.; with some protein structure differences.; for signalling pathway.; divergent ...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203717666160317142306

    authors: Pontillo A,Crovella S

    更新日期:2017-01-01 00:00:00

  • Allosteric transitions in biological nanomachines are described by robust normal modes of elastic networks.

    abstract::Allostery forms the basis of intra-molecular communications in various enzymes, however the underlying conformational changes are largely elusive. Recently, we have proposed to employ an elastic model based normal mode analysis to investigate the allosteric transitions in several molecular nanomachines (including myos...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章

    doi:10.2174/138920309787847608

    authors: Zheng W,Brooks BR,Thirumalai D

    更新日期:2009-04-01 00:00:00

  • From interactions of single transmembrane helices to folding of alpha-helical membrane proteins: analyzing transmembrane helix-helix interactions in bacteria.

    abstract::Despite a wide variety of biological functions, alpha-helical membrane proteins display a rather simple transmembrane architecture. Although not many high resolution structures of transmembrane proteins are available today, our understanding of membrane protein folding has emerged in the recent years. Now we begin to ...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/138920307779941578

    authors: Schneider D,Finger C,Prodöhl A,Volkmer T

    更新日期:2007-02-01 00:00:00

  • Discovery of new therapeutic targets by the informational spectrum method.

    abstract::The field of bioinformatics has become a major part of the drug discovery pipeline playing a key role in improvement and acceleration of this time and money consuming process. Here we review the application of the informational spectrum method (ISM), a virtual spectroscopy method for structure/function analysis of pro...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/138920308785915245

    authors: Veljkovic N,Glisic S,Prljic J,Perovic V,Botta M,Veljkovic V

    更新日期:2008-10-01 00:00:00

  • Structural heterogeneity and multifunctionality of lactoferrin.

    abstract::Lactoferrin or lactotransferrin is a multifunctional glycoprotein found in blood circulation, mucosal surfaces, neutrophils, and in various secretory fluids, such as milk, bile, tears, nasal secretion, pancreatic juice, and saliva. The lactoferrin content in milk varies between different mammalian species and, within ...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203715666140919124530

    authors: Albar AH,Almehdar HA,Uversky VN,Redwan EM

    更新日期:2014-01-01 00:00:00

  • Sunflower trypsin inhibitor-1.

    abstract::SFTI-1 is a bicyclic 14 amino acid peptide that was originally isolated from the seeds of the sunflower Helianthus annuus. It is a potent inhibitor of trypsin, with a sub-nanomolar K(i) value and is homologous to the active site region of the well-known family of serine protease inhibitors known as the Bowman-Birk try...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203043379594

    authors: Korsinczky ML,Schirra HJ,Craik DJ

    更新日期:2004-10-01 00:00:00

  • The role of structural flexibility and stability in the interaction of serine proteases with their inhibitors.

    abstract::Serine proteases and their natural inhibitors have long been served as excellent models for studying (primary, secondary and tertiary) structure - activity relationships of biologically interacting proteins. As protein flexibility has been accepted as a "fourth dimension" of the protein structure, its contribution to ...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203716666150429123733

    authors: Gráf L,Molnár T,Kardos J,Gáspári Z,Katona G

    更新日期:2015-01-01 00:00:00

  • DNA Binding Proteins and Drug Delivery Vehicles: Tales of Elephants and Snakes.

    abstract::We compare the DNA-interactive properties of bacteriophage T4 gene 32 protein (gp32) with those of crotamine, a component of the venom of the South American rattlesnake. Gene 32 protein is a classical single-stranded DNA binding protein that has served as a model for this class of proteins. We discuss its biological f...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章

    doi:10.2174/1389203716666150505231019

    authors: Karpel RL

    更新日期:2015-01-01 00:00:00

  • Parvalbumin as a Pleomorphic Protein.

    abstract::Parvalbumin (PA) is a classical small, mostly cytosolic Ca2+-binding protein of the EF-hand superfamily expressed in vertebrates in a tissue- and cell-specific manner, serving as a magnesium/ calcium buffer. In the last decade novel data were published on structural peculiarities of PA, likely affecting its functional...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203717666161213115746

    authors: Permyakov EA,Uversky VN,Permyakov SE

    更新日期:2017-01-01 00:00:00

  • Perspectives in Allergen-Specific Immunotherapy: Molecular Evolution of Peptide- and Protein-Based Strategies.

    abstract::Allergen-specific Immunotherapy (AIT), through repetitive subcutaneous or sublingual administrations of allergen extracts, represents up to now the unique treatment against allergic sensitizations. However, the clinical efficacy of AIT can be largely dependent on the quality of natural allergen extracts. Moreover, the...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203720666190718152534

    authors: Jacquet A

    更新日期:2020-01-01 00:00:00

  • Physicochemical and Structural Studies on Shaping of β-hairpin in Proteins as a First Stage of Amyloid Formation.

    abstract::The aggregation of proteins or their digested fragments through β-sheet structures has a great significance because it leads to neurodegenerative diseases, which are a problem of the aging societies of the developed countries. Short peptides are typically used as models to study the formation of specific structures. H...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203718666170516111601

    authors: Makowska J

    更新日期:2017-01-01 00:00:00

  • Post-translational N-terminal Arginylation of Protein Fragments: A Pivotal Portal to Proteolysis.

    abstract::The majority of tRNA studies has focused on tRNA molecules as pivotal player in the fundamental process of protein synthesis. Mounting studies have unveiled further functions for tRNA beyond protein synthesis, including non-ribosomal amino acid transfer, and regulation of targeted proteolysis. Post-translational N-ter...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203719666180809113122

    authors: Eldeeb MA,Ragheb MA

    更新日期:2018-01-01 00:00:00

  • Allergic aspergillosis and the antigens of Aspergillus fumigatus.

    abstract::Incidence of fungal infections has increased alarmingly in past few decades. Of the fungal pathogens, the Aspergillus fumigatus has been a major cause of allergic bronchopulmonary aspergillosis (ABPA) which has five main stages--the acute, remission, exacerbation, glucocorticoid dependent and fibrotic stage. The diagn...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203715666140512120605

    authors: Singh B,Singh S,Asif AR,Oellerich M,Sharma GL

    更新日期:2014-01-01 00:00:00

  • Separation of Nucleic Acids Using Single- and Multimodal Chromatography.

    abstract::The needs for purified nucleic acids for preparative and analytical applications have increased constantly, demanding for the development of new and more efficient methods for their recovery and isolation. DNA molecules harbour some intrinsic chemical properties that render them suitable for chromatographic separation...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203718666171024112556

    authors: Matos T,Bülow L

    更新日期:2019-01-01 00:00:00

  • Combinatorial synthesis and directed evolution applied to the production of alpha-helix forming antimicrobial peptides analogues.

    abstract::Antimicrobial peptides (AMPs) are effector molecules of innate immune systems found in different groups of organisms, including microorganisms, plants, insects, amphibians and humans. These peptides exhibit several structural motifs but the most abundant AMPs assume an amphipathic alpha-helical structure. The alpha-he...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/138920306779025648

    authors: Castro MS,Cilli EM,Fontes W

    更新日期:2006-12-01 00:00:00

  • Protein-protein Interactions and their Role in Various Diseases and their Prediction Techniques.

    abstract::Protein-protein interaction (PPI) is necessary for most of the biological processes and requisite for host-pathogen communication. Most of the threatening human diseases are caused by different types of interactions of proteins with their prior infected proteins or with pathogen's proteins. Understanding of involved m...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203718666170828122927

    authors: Rabbani G,Baig MH,Ahmad K,Choi I

    更新日期:2018-01-01 00:00:00

  • A Mini-review of the Genomes and Allergens of Mites and Ticks.

    abstract::Mites and ticks are associated with many human diseases including allergic diseases and scabies. With the recent advances in the high throughput DNA sequencing technology, many mitochondrial nuclear genomes of these species have been sequenced and the resulting genomic resources will certainly provide novel insights f...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203720666190719150432

    authors: Xiong Q,Wan ATY,Tsui SK

    更新日期:2020-01-01 00:00:00

  • XBP-1, a Cellular Target for the Development of Novel Anti-viral Strategies.

    abstract::X-box binding protein 1 (XBP-1) is a key regulator of the unfolded protein response (UPR), which is activated in response to endoplasmic reticulum (ER) stress. Cells contain two protein isoforms of XBP-1, the active isoform (XBP-1S) and the inactive isoform (XBP-1U). Induction of UPR leads to the generation of XBP-1S ...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203718666170911144812

    authors: Ong HK,Soo BPC,Chu KL,Chao SH

    更新日期:2018-01-01 00:00:00

  • Understanding the role of Inflammasome in Angina Pectoris.

    abstract::Angina pectoris, associated with coronary artery disease, a cardiovascular disease where, pain is caused by adverse oxygen supply in myocardium, resulting in contractility and discomfort in chest. Inflammasomes, triggered by stimuli due to infection and cellular stress have identified to play a vital role in the progr...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章

    doi:10.2174/1389203721999201208200242

    authors: Sharma I,Behl T,Bungau S,Sachdeva M,Kumar A,Zengin G,Arora S

    更新日期:2020-12-08 00:00:00

  • Discovery of Natural Proteasome Inhibitors as Novel Anticancer Therapeutics: Current Status and Perspectives.

    abstract::Natural products serve as a main resource for drug discovery. The ubiquitin-proteasome system (UPS) is one of the primary intracellular protein degradation systems, which is responsible for the degradation of most short-lived, mis-folded and aged proteins. The proteasome is a validated target for cancer treatment, sin...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203718666170111121856

    authors: Wang H,Yang Q,Dou QP,Yang H

    更新日期:2018-02-13 00:00:00

  • Glycoprotein targeting and other applications of lectins in biotechnology.

    abstract::Glycoconjugates comprise a variety of structures, include glycoproteins and glycolipids and are found on the surfaces of animal and plant cells, as well as on the surface of microorganisms. Determination of the structure and the distribution of glycoconjugates on cell surfaces are important for the understanding their...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/138920307780831811

    authors: Naeem A,Saleemuddin M,Khan RH

    更新日期:2007-06-01 00:00:00

  • Molecular recognition of cyclic-nucleotides and current sensors for their detection.

    abstract::This work briefly describes available sensors for cAMP and cGMP. Many sensors are based on derivatization of naturally occurring products such as immunoglobulins, protein kinases, etc. Only a few published works deal with chemosensors, which are built up by "total" chemical synthesis. This field stays opened for combi...

    journal_title:Current protein & peptide science

    pub_type: 杂志文章,评审

    doi:10.2174/1389203053545408

    authors: Sebestík J,Hlavácek J,Stibor I

    更新日期:2005-04-01 00:00:00