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 Scijournal_title
Current protein & peptide scienceauthors
Basith S,Manavalan B,Shin TH,Lee DY,Lee Gdoi
10.2174/1389203721666200117171403subject
Has Abstractpub_date
2020-01-01 00:00:00pages
1242-1250issue
12eissn
1389-2037issn
1875-5550pii
CPPS-EPUB-103747journal_volume
21pub_type
杂志文章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
更新日期:2017-01-01 00:00:00
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
更新日期:2019-01-01 00:00:00
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
更新日期:2017-01-01 00:00:00
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
更新日期:2013-02-01 00:00:00
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:
更新日期:2015-01-01 00:00:00
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
更新日期:2015-01-01 00:00:00
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
更新日期:2001-06-01 00:00:00
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
更新日期:2000-07-01 00:00:00
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
更新日期:2017-01-01 00:00:00
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
更新日期:2009-04-01 00:00:00
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
更新日期:2007-02-01 00:00:00
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
更新日期:2008-10-01 00:00:00
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
更新日期:2014-01-01 00:00:00
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
更新日期:2004-10-01 00:00:00
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
更新日期:2015-01-01 00:00:00
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
更新日期:2015-01-01 00:00:00
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
更新日期:2017-01-01 00:00:00
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
更新日期:2020-01-01 00:00:00
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
更新日期:2017-01-01 00:00:00
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
更新日期:2018-01-01 00:00:00
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
更新日期:2014-01-01 00:00:00
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
更新日期:2019-01-01 00:00:00
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
更新日期:2006-12-01 00:00:00
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
更新日期:2018-01-01 00:00:00
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
更新日期:2020-01-01 00:00:00
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
更新日期:2018-01-01 00:00:00
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
更新日期:2020-12-08 00:00:00
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
更新日期:2018-02-13 00:00:00
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
更新日期:2007-06-01 00:00:00
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
更新日期:2005-04-01 00:00:00