2015
DOI: 10.1002/anie.201504018
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Multidimensional Design of Anticancer Peptides

Abstract: The computer-assisted design and optimization of peptides with selective cancer cell killing activity was achieved through merging the features of anticancer peptides, cell-penetrating peptides, and tumor-homing peptides. Machine-learning classifiers identified candidate peptides that possess the predicted properties. Starting from a template amino acid sequence, peptide cytotoxicity against a range of cancer cell lines was systematically optimized while minimizing the effects on primary human endothelial cell… Show more

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Cited by 35 publications
(20 citation statements)
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References 35 publications
(45 reference statements)
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“…However, delivery of other classes of cargoes, including proteins, peptides, PNA, PMO, and others will benefit from improvements in CPP efficiency in vitro and in vivo. Further, the field will benefit from new processes for rapidly improving upon known CPPs, building on some successes in screening and algorithm-aided design 43 , 44 .…”
Section: Discussionmentioning
confidence: 99%
“…However, delivery of other classes of cargoes, including proteins, peptides, PNA, PMO, and others will benefit from improvements in CPP efficiency in vitro and in vivo. Further, the field will benefit from new processes for rapidly improving upon known CPPs, building on some successes in screening and algorithm-aided design 43 , 44 .…”
Section: Discussionmentioning
confidence: 99%
“…The possibilities are endless, and depend on what the focus of the improvement is for each case. Bioinformatic algorithms integrated with machine learning, where the design is automatic through the properties chosen, taking into consideration AMP/ACP libraries of existing molecules, are considered the future method for their rational design (Tyagi et al, 2013 ; Lin et al, 2015 ).…”
Section: Peptides With Antimicrobial and Anticancer Activitymentioning
confidence: 99%
“…However, their impossibility to enter the cells has limited their therapeutic efficacy 6 . Sequence engineering of peptides and use of delivery systems as two well-known approaches are employed in order to improve ACP efficacy 7 8 . In the first approach, computational methods are used to design peptides with a higher anticancer activity 8 9 , while in delivery systems, various delivery vehicles, including cell penetration peptides (CPP), biopolymers and nanoparticles, have been developed to facilitate cellular uptake of pro-apoptotic peptides 5 9 10 11 .…”
mentioning
confidence: 99%