2024
DOI: 10.1039/d3cc04630c
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Unlocking novel therapies: cyclic peptide design for amyloidogenic targets through synergies of experiments, simulations, and machine learning

Daria de Raffele,
Ioana M. Ilie

Abstract: Proposed de novo peptide design strategy against amyloidogenic targets. After initial computational preparation of the binder and target, the computational and experimental validation are incorporated in iterative machine learning powered cycles to generate better and improved peptide-based targets.

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Cited by 5 publications
(3 citation statements)
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“…In essence, this investigation sheds light on the impact of miniaturization on peptide binding to NFÀ YB/C, unraveling conformational flexibility and offering insights into peptide dynamics through MD simulations Our findings highlights the value simulations can add to the design of bioactive peptides. [22] And, they shed light on the critical role of flexibility in bound peptide ligands, a factor which has been reported to enhance the stability of peptide/protein complexes. [23]…”
Section: Discussionmentioning
confidence: 99%
“…In essence, this investigation sheds light on the impact of miniaturization on peptide binding to NFÀ YB/C, unraveling conformational flexibility and offering insights into peptide dynamics through MD simulations Our findings highlights the value simulations can add to the design of bioactive peptides. [22] And, they shed light on the critical role of flexibility in bound peptide ligands, a factor which has been reported to enhance the stability of peptide/protein complexes. [23]…”
Section: Discussionmentioning
confidence: 99%
“…Inflammatory processes play a multifaceted role in tumor development and progression [1][2][3][4][5][6][7]. While the immune system's inflammatory response is typically a defense mechanism against infections and tissue damage, chronic or persistent inflammation can contribute to the initiation, growth, and spread of certain types of tumors.…”
Section: Introductionmentioning
confidence: 99%
“…Recently, several strategies have been proposed involving the targeting of peptides to amyloidogenic proteins or specific amyloidogenic regions of proteins [ 34 , 35 ]. Studying the mechanisms of amyloid structure formation in antimicrobial peptides can provide a foundation for developing effective peptide-based antimicrobial agents [ 36 ].…”
Section: Introductionmentioning
confidence: 99%