Why Static SAR Fails for Antimicrobial Peptides From an Ensemble and Free-Energy Landscape Perspective?

Cesar Augusto Roque-Borda , Anamika Sharma , Fernando Rogério Pavan , Beatriz G. de la Torre , Fernando Albericio

Aggregate ›› 2026, Vol. 7 ›› Issue (4) : e70332

PDF (1049KB)
Aggregate ›› 2026, Vol. 7 ›› Issue (4) :e70332 DOI: 10.1002/agt2.70332
PERSPECTIVE
Why Static SAR Fails for Antimicrobial Peptides From an Ensemble and Free-Energy Landscape Perspective?
Author information +
History +
PDF (1049KB)

Abstract

Classical structure-activity relationships (SAR) have limited predictive power for antimicrobial peptides (AMPs) because they assume fixed structures, single mechanisms, and independent physicochemical descriptors. In practice, AMP activity arises from dynamic, multistate ensembles that reorganize with environment, concentration, and membrane context. Here, we propose that the AMP function is best described using an ensemble-based chemical framework grounded in free-energy landscapes and interfacial thermodynamics. Peptide sequences encode distributions of chemically accessible states rather than unique bioactive conformations, while environmental variables selectively redistribute these populations across interfacial, inserted, and oligomeric regimes. Biological outcomes such as membrane disruption, intracellular access, and selectivity emerge as conditional consequences of state population shifts rather than intrinsic sequence-encoded mechanisms. This perspective provides a chemically grounded alternative to static SAR and suggests that effective AMP design should focus on controlling ensemble redistribution under realistic interfacial environments.

Keywords

antimicrobial peptides / ensemble behavior / free-energy landscapes / interfacial thermodynamics / structure-activity relationships

Cite this article

Download citation ▾
Cesar Augusto Roque-Borda, Anamika Sharma, Fernando Rogério Pavan, Beatriz G. de la Torre, Fernando Albericio. Why Static SAR Fails for Antimicrobial Peptides From an Ensemble and Free-Energy Landscape Perspective?. Aggregate, 2026, 7 (4) : e70332 DOI:10.1002/agt2.70332

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

C. A. Roque-Borda, Q. Zhang, T. P. T. Nguyen, et al., “Synergistic Combinations of Antimicrobial Peptides and Conventional Antibiotics: A Strategy to Delay Resistance Emergence in World Health Organization Priority Bacteria,” Pharmacological Reviews 78 (2026): 100104, https://doi.org/10.1016/j.pharmr.2025.100104.

[2]

P. Antelo-Riveiro, R. Garcia-Fandino, and Á. Piñeiro, “Antimicrobial Peptides at (Lipid) Interfaces: Insights From Monolayer Models,” Advances in Colloid and Interface Science 350 (2026): 103775, https://doi.org/10.1016/j.cis.2025.103775.

[3]

N. Ngashangva, S. Huidrom, and I. S. Devi, “Antimicrobial Peptides: Natural Templates for Next-Generation Therapeutics Against Antimicrobial Resistance,” Frontiers in Cellular and Infection Microbiology 15 (2026): 1720027, https://doi.org/10.3389/fcimb.2025.1720027.

[4]

F. Wan, F. Wong, J. J. Collins, and C. de la Fuente-Nunez, “Machine Learning for Antimicrobial Peptide Identification and Design,” Nature Reviews Bioengineering 2 (2024): 392-407, https://doi.org/10.1038/s44222-024-00152-x.

[5]

R. Yang, X. Ma, F. Peng, et al., “Advances in Antimicrobial Peptides: From Mechanistic Insights to Chemical Modifications,” Biotechnology Advances 81 (2025): 108570, https://doi.org/10.1016/j.biotechadv.2025.108570.

[6]

K. V. Pinigin, T. R. Galimzyanov, and S. A. Akimov, “Amphipathic Peptides Impede Lipid Domain Fusion in Phase-Separated Membranes,” Membranes 11 (2021): 797, https://doi.org/10.3390/membranes11110797.

[7]

B. Laguera, M. M. Golden, F. Wang, et al., “Amphipathic Antimicrobial Peptides Illuminate a Reciprocal Relationship between Self-Assembly and Cytolytic Activity,” Angewandte Chemie International Edition 64 (2025): e202500040, https://doi.org/10.1002/anie.202500040.

[8]

M. Liao, H. Gong, X. Quan, et al., “Intramembrane Nanoaggregates of Antimicrobial Peptides Play a Vital Role in Bacterial Killing,” Small 19 (2023): 2204428, https://doi.org/10.1002/smll.202204428.

[9]

B. H. Gan, J. Gaynord, S. M. Rowe, T. Deingruber, and D. R. Spring, “The Multifaceted Nature of Antimicrobial Peptides: Current Synthetic Chemistry Approaches and Future Directions,” Chemical Society Reviews 50 (2021): 7820-7880, https://doi.org/10.1039/D0CS00729C.

[10]

A. Rice, A. C. Zourou, M. L. Cotten, and R. W. Pastor, “A Unified Model of Transient Poration Induced by Antimicrobial Peptides,” Proceedings of the National Academy of Sciences 122 (2025): e2510294122, https://doi.org/10.1073/pnas.2510294122.

[11]

M. Karelson, V. S. Lobanov, and A. R. Katritzky, “Quantum-Chemical Descriptors in QSAR/QSPR Studies,” Chemical Reviews 96 (1996): 1027-1044, https://doi.org/10.1021/cr950202r.

[12]

C. Hansch, “Quantitative Structure-Activity Relationships and the Unnamed Science,” Accounts of Chemical Research 26 (1993): 147-153, https://doi.org/10.1021/ar00028a003.

[13]

H. Jenssen, “Descriptors for Antimicrobial Peptides,” Expert Opinion on Drug Discovery 6 (2011): 171-184, https://doi.org/10.1517/17460441.2011.545817.

[14]

G. Sliwoski, S. Kothiwale, J. Meiler, and E. W. Lowe, “Computational Methods in Drug Discovery,” Pharmacological Reviews 66 (2014): 334-395, https://doi.org/10.1124/pr.112.007336.

[15]

M. H. Barley, N. J. Turner, and R. Goodacre, “Improved Descriptors for the Quantitative Structure-Activity Relationship Modeling of Peptides and Proteins,” Journal of Chemical Information and Modeling 58 (2018): 234-243, https://doi.org/10.1021/acs.jcim.7b00488.

[16]

F. Grisoni, V. Consonni, and R. Todeschini, “Impact of Molecular Descriptors on Computational Models,” Methods in Molecular Biology 1825 (2018): 171-209, https://doi.org/10.1007/978-1-4939-8639-2_5.

[17]

A. D. G. Lawson, M. MacCoss, and J. P. Heer, “Importance of Rigidity in Designing Small Molecule Drugs To Tackle Protein-Protein Interactions (PPIs) Through Stabilization of Desired Conformers,” Journal of Medicinal Chemistry 61 (2018): 4283-4289, https://doi.org/10.1021/acs.jmedchem.7b01120.

[18]

O. Ebenezer, N. Damoyi, M. Shapi, G. K.-S. Wong, and J. A. Tuszynski, “A Molecular Docking Study Reveals That Short Peptides Induce Conformational Changes in the Structure of Human Tubulin Isotypes ΑβI, ΑβII, ΑβIII and ΑβIV,” Journal of Functional Biomaterials 14 (2023): 135, https://doi.org/10.3390/jfb14030135.

[19]

N. H. Goki, Z. A. Tehranizadeh, M. R. Saberi, B. Khameneh, and B. S. F. Bazzaz, “Structure, Function, and Physicochemical Properties of Pore-Forming Antimicrobial Peptides,” Current Pharmaceutical Biotechnology 25 (2024): 1041-1057, https://doi.org/10.2174/0113892010194428231017051836.

[20]

S. Guha, J. Ghimire, E. Wu, and W. C. Wimley, “Mechanistic Landscape of Membrane-Permeabilizing Peptides,” Chemical Reviews 119 (2019): 6040-6085, https://doi.org/10.1021/acs.chemrev.8b00520.

[21]

S. A. Hassan and P. J. Steinbach, “Modulation of Free Energy Landscapes as a Strategy for the Design of Antimicrobial Peptides,” Journal of Biological Physics 48 (2022): 151-166, https://doi.org/10.1007/s10867-022-09605-z.

[22]

S. H. Kim, Y.-H. Min, and M. C. Park, “Antimicrobial Peptides: Current Status, Mechanisms of Action, and Strategies to Overcome Therapeutic Limitations,” Microorganisms 13 (2025): 2574, https://doi.org/10.3390/microorganisms13112574.

[23]

J. M. Wozniak, W. Li, and C. G. Parker, “Chemical Proteomic Mapping of Reversible Small Molecule Binding Sites in Native Systems,” Trends in Pharmacological Sciences 45 (2024): 969-981, https://doi.org/10.1016/j.tips.2024.09.001.

[24]

S. K. Niazi and J. Yang, “A Comprehensive Application of FiveFold for Conformation Ensemble-Based Protein Structure Prediction,” Scientific Reports 15 (2025): 33498, https://doi.org/10.1038/s41598-025-17022-0.

[25]

Y. Huan, Q. Kong, H. Mou, and H. Yi, “Antimicrobial Peptides: Classification, Design, Application and Research in Multiple Fields,” Frontiers in Microbiology 11 (2020): 582779, https://doi.org/10.3389/fmicb.2020.582779.

[26]

H. Zhang, J. Lv, Z. Ma, J. Ma, and J. Chen, “Advances in Antimicrobial Peptides: Mechanisms, Design Innovations, and Biomedical Potential,” Molecules (Basel, Switzerland) 30 (2025): 1529, https://doi.org/10.3390/molecules30071529.

[27]

P. R. Choudhury, S. K. Mishra, S. Yadav, S. Singh, and P. Mathur, “In Silico Peptide Design: Methods, Resources, and Role of AI,” Journal of Peptide Science 31 (2025): e70063, https://doi.org/10.1002/psc.70063.

[28]

M. Serian, A. J. Mason, and C. D. Lorenz, “Emergent Conformational and Aggregation Properties of Synergistic Antimicrobial Peptide Combinations,” Nanoscale 16 (2024): 20657-20669, https://doi.org/10.1039/D4NR03043E.

[29]

B. Singh, Y. Martínez-Noa, and A. Perez, “How Well Do Molecular Dynamics Force Fields Model Peptides? A Systematic Benchmark across Diverse Folding Behaviors,” (2025), bioRxiv, https://doi.org/10.1101/2025.07.31.667969.

[30]

Y.-H. Lin, J. P. Brady, H. S. Chan, and K. Ghosh, “A Unified Analytical Theory of Heteropolymers for Sequence-Specific Phase Behaviors of Polyelectrolytes and Polyampholytes,” Journal of Chemical Physics 152 (2020): 045102, https://doi.org/10.1063/1.5139661.

[31]

Nicy, R. Collepardo-Guevara, J. A. Joseph, and D. J. Wales, “Energy Landscapes and Heat Capacity Signatures for Peptides Correlate With Phase Separation Propensity,” QRB Discovery 4 (2023): e7, https://doi.org/10.1017/qrd.2023.5.

[32]

M. Phillips, M. Muthukumar, and K. Ghosh, “Beyond Monopole Electrostatics in Regulating Conformations of Intrinsically Disordered Proteins,” Proceedings of the National Academy of Sciences Nexus 3 (2024): 367, https://doi.org/10.1093/pnasnexus/pgae367.

[33]

T. A. Stone, G. B. Cole, D. Ravamehr-Lake, et al., “Positive Charge Patterning and Hydrophobicity of Membrane-Active Antimicrobial Peptides as Determinants of Activity, Toxicity, and Pharmacokinetic Stability,” Journal of Medicinal Chemistry 62 (2019): 6276-6286, https://doi.org/10.1021/acs.jmedchem.9b00657.

[34]

G. V. Bossa and S. May, “Debye-Hückel Free Energy of an Electric Double Layer With Discrete Charges Located at a Dielectric Interface,” Membranes (Basel) 11 (2021): 129, https://doi.org/10.3390/membranes11020129.

[35]

C. R. Safinya and J. O. Rädler, Handbook of Lipid Membranes, (CRC Press, 2021), ISBN 9780429194078.

[36]

K. I. P. Le Huray, T. D. Bunney, N. Pinotsis, A. C. Kalli, and M. Katan, “Characterization of the Membrane Interactions of Phospholipase Cγ Reveals Key Features of the Active Enzyme,” Science Advances 8 (2022): eabp9688, https://doi.org/10.1126/sciadv.abp9688.

[37]

N. Ferrante Carrante, M. Dubackic, K. Makasewicz, et al., “α-Synuclein Cooperative Binding to Lipid Membranes Is a Robust Property Over a Wide Range of Conditions,” Cell Reports Physical Science 6 (2025): 103024, https://doi.org/10.1016/j.xcrp.2025.103024.

[38]

A. Jayawardena, A. Hung, G. Qiao, and E. Hajizadeh, “Molecular Dynamics Simulation of the Interaction of Lipidated Structurally Nano Engineered Antimicrobial Peptide Polymers With Bacterial Cell Membrane,” Journal of Physical Chemistry B 129 (2025): 9382-9393, https://doi.org/10.1021/acs.jpcb.5c02067.

[39]

C. A. Roque-Borda, O. J. Ramirez Delgado, L. M. Duran Gleriani Primo, et al., “Integrating Docking, Dynamics, and Assays to Predict Antimicrobial Peptide Interactions With Mycolic Acid Membranes in Mycobacterium Tuberculosis,” ACS Measurement Science Au 5 (2025): 981-1000, https://doi.org/10.1021/acsmeasuresciau.5c00126.

[40]

D. Alpízar-Pedraza, Y. Roque-Diaz, H. Garay-Pérez, F. Rosenau, L. Ständker, and V. Montero-Alejo, “Insights Into the Adsorption Mechanisms of the Antimicrobial Peptide CIDEM-501 on Membrane Models,” Antibiotics 13 (2024): 167, https://doi.org/10.3390/antibiotics13020167.

[41]

M. Rzycki and A. Gruda, “Designing AI-Generated Antimicrobials for Targeting Bacterial Microdomains,” Scientific Reports 16 (2025): 1708, https://doi.org/10.1038/s41598-025-31350-1.

[42]

A. Habibie, R. A. Putri, R. T. Swasono, et al., “Improving Conformational Stability and Bacterial Membrane Interactions of Antimicrobial Peptides With Amphipathic Helical Structure,” Medicinal Chemistry Research 34 (2025): 2593-2609, https://doi.org/10.1007/s00044-025-03483-5.

[43]

S. Murail, J. Sawmynaden, A. Zemirli, et al., “Robust Conformational Space Exploration of Cyclic Peptides by Combining Different MD Protocols and Force Fields,” Journal of Chemical Theory and Computation 21 (2025): 10018-10034, https://doi.org/10.1021/acs.jctc.5c01123.

[44]

A. T. Müller, G. Posselt, G. Gabernet, et al., “Morphing of Amphipathic Helices to Explore the Activity and Selectivity of Membranolytic Antimicrobial Peptides,” Biochemistry 59 (2020): 3772-3781, https://doi.org/10.1021/acs.biochem.0c00565.

[45]

R. G. Hughes, S. Zhao, T. G. Oas, and S. C. Schmidler, “Efficient Enumeration and Visualization of Helix-Coil Ensembles,” Biophysical Journal 123 (2024): 317-333, https://doi.org/10.1016/j.bpj.2023.12.021.

[46]

P. Gagat, M. Ostrówka, A. Duda-Madej, and P. Mackiewicz, “Enhancing Antimicrobial Peptide Activity Through Modifications of Charge, Hydrophobicity, and Structure,” International Journal of Molecular Sciences 25 (2024): 10821, https://doi.org/10.3390/ijms251910821.

[47]

P. Park, D. K. Matsubara, D. R. Barzotto, et al., “Vesicle Protrusion Induced by Antimicrobial Peptides Suggests Common Carpet Mechanism for Short Antimicrobial Peptides,” Scientific Reports 14 (2024): 9701, https://doi.org/10.1038/s41598-024-60601-w.

[48]

Z. Liu, A. Saiani, and A. F. Miller, “Investigating the Co-Assembly of Amphipathic Peptides,” Faraday Discussions 260 (2025): 179-191, https://doi.org/10.1039/D5FD00036J.

[49]

P. Sara and M. Adam, “Latest Developments on the Mechanism of Action of Membrane Disrupting Peptides,” Biophysical Reports 7 (2021): 173-184, https://doi.org/10.52601/bpr.2021.200037.

[50]

S. Meier, Z. M. Ridgway, A. L. Picciano, and G. A. Caputo, “Impacts of Hydrophobic Mismatch on Antimicrobial Peptide Efficacy and Bilayer Permeabilization,” Antibiotics 12 (2023): 1624, https://doi.org/10.3390/antibiotics12111624.

[51]

B. Findlay, G. G. Zhanel, and F. Schweizer, “Cationic Amphiphiles, a New Generation of Antimicrobials Inspired by the Natural Antimicrobial Peptide Scaffold,” Antimicrobial Agents and Chemotherapy 54 (2010): 4049-4058, https://doi.org/10.1128/AAC.00530-10.

[52]

C. Montis, E. Marelli, F. Valle, F. Baldelli Bombelli, and C. Pigliacelli, “Engineering the Interaction of Short Antimicrobial Peptides With Bacterial Barriers,” Molecular Systems Design & Engineering 9 (2024): 541-560, https://doi.org/10.1039/D4ME00021H.

[53]

S. M. Gregory, A. Pokorny, and P. F. F. Almeida, “Magainin 2 Revisited: A Test of the Quantitative Model for the All-or-None Permeabilization of Phospholipid Vesicles,” Biophysical Journal 96 (2009): 116-131, https://doi.org/10.1016/j.bpj.2008.09.017.

[54]

A. Pino-Angeles, J. M. Leveritt, and T. Lazaridis, “Pore Structure and Synergy in Antimicrobial Peptides of the Magainin Family,” Plos Computational Biology 12 (2016): e1004570, https://doi.org/10.1371/journal.pcbi.1004570.

[55]

S. J. Ludtke, K. He, W. T. Heller, T. A. Harroun, L. Yang, and H. W. Huang, “Membrane Pores Induced by Magainin,” Biochemistry 35 (1996): 13723-13728, https://doi.org/10.1021/bi9620621.

[56]

O. Eladl, “Biophysical and Transcriptomic Characterization of LL-37-Derived Antimicrobial Peptide Targeting Multidrug-Resistant Escherichia Coli and ESKAPE Pathogens,” Scientific Reports 15 (2025): 36126, https://doi.org/10.1038/s41598-025-22890-7.

[57]

E. Sancho-Vaello, D. Gil-Carton, P. François, et al., “The Structure of the Antimicrobial Human Cathelicidin LL-37 Shows Oligomerization and Channel Formation in the Presence of Membrane Mimics,” Scientific Reports 10 (2020): 17356, https://doi.org/10.1038/s41598-020-74401-5.

[58]

B. Ding, L. Soblosky, K. Nguyen, et al., “Physiologically-Relevant Modes of Membrane Interactions by the Human Antimicrobial Peptide, LL-37, Revealed by SFG Experiments,” Scientific Reports 3 (2013): 1854, https://doi.org/10.1038/srep01854.

[59]

N. Khanal, M. M. Gaye, and D. E. Clemmer, “Multiple Solution Structures of the Disordered Peptide Indolicidin From IMS-MS Analysis,” International Journal of Mass Spectrometry 427 (2018): 52-58, https://doi.org/10.1016/j.ijms.2017.09.009.

[60]

H. Ngo Van, H. Luong Xuan, H. Le Viet, et al., “Indolicidin Derivatives as Potent Dual-Action Antifungal and Antibacterial Agents for the Treatment of Skin Infections: A Comprehensive Study From in Vitro to in Vivo Evaluation,” PLoS ONE 20 (2025): e0331796, https://doi.org/10.1371/journal.pone.0331796.

[61]

C.-H. Hsu, “Structural and DNA-Binding Studies on the Bovine Antimicrobial Peptide, Indolicidin: Evidence for Multiple Conformations Involved in Binding to Membranes and DNA,” Nucleic Acids Research 33 (2005): 4053-4064, https://doi.org/10.1093/nar/gki725.

[62]

C. A. Brizuela, G. Liu, J. M. Stokes, and C. de la Fuente-Nunez, “AI Methods for Antimicrobial Peptides: Progress and Challenges,” Microbial Biotechnology 18 (2025): e70072, https://doi.org/10.1111/1751-7915.70072.

[63]

G. Agüero-Chapin, A. Antunes, and Y. Marrero-Ponce, “A 2026 Update on Computational Approaches to the Discovery and Design of Antimicrobial Peptides,” Antibiotics 15 (2026): 203, https://doi.org/10.3390/antibiotics15020203.

[64]

J. Li, J.-J. Koh, S. Liu, R. Lakshminarayanan, C. S. Verma, and R. W. Beuerman, “Membrane Active Antimicrobial Peptides: Translating Mechanistic Insights to Design,” Frontiers in Neuroscience 11 (2017): 73, https://doi.org/10.3389/fnins.2017.00073.

[65]

F. Zhao, J. Qiu, D. Xiang, et al., “DeepAMPNet: A Novel Antimicrobial Peptide Predictor Employing AlphaFold2 Predicted Structures and a Bi-Directional Long Short-Term Memory Protein Language Model,” PeerJ 12 (2024): e17729, https://doi.org/10.7717/peerj.17729.

[66]

C. Tian, Y. Hao, H. Fu, X. Shao, and W. Cai, “From AI-Driven Sequence Generation to Molecular Simulation: A Comprehensive Framework for Antimicrobial Peptide Discovery,” Journal of Chemical Information and Modeling 65 (2025): 9566-9575, https://doi.org/10.1021/acs.jcim.5c00892.

[67]

R. F. Epand, W. L. Maloy, A. Ramamoorthy, and R. M. Epand, “Probing the “Charge Cluster Mechanism” in Amphipathic Helical Cationic Antimicrobial Peptides,” Biochemistry 49 (2010): 4076-4084, https://doi.org/10.1021/bi100378m.

[68]

M. D. C. Aguilera-Puga and F. Plisson, “Structure-Aware Machine Learning Strategies for Antimicrobial Peptide Discovery,” Scientific Reports 14 (2024): 11995, https://doi.org/10.1038/s41598-024-62419-y.

[69]

S. Lertampaiporn, T. Vorapreeda, A. Hongsthong, and C. Thammarongtham, “Ensemble-AMPPred: Robust AMP Prediction and Recognition Using the Ensemble Learning Method With a New Hybrid Feature for Differentiating AMPs,” Genes (Basel) 12 (2021): 137, https://doi.org/10.3390/genes12020137.

[70]

M. N. Hamidabad and R. A. Mansbach, “Revealing PH-Dependent Antimicrobial Peptide, GL13K, Characteristics: A Constant PH Molecular Dynamics Study†,” (2025).

[71]

V. R. Koynarev, M. L. Nader, K. K. Almåsvold, et al., “Structural Pores Not Required: Antimicrobial Peptides Induce Ion Permeabilization of Lipid Membranes Through Transient Water Channels,” Proceedings of the National Academy of Sciences 122 (2025): e2517944122, https://doi.org/10.1073/pnas.2517944122.

[72]

L. Marx, M. P. K. Frewein, E. F. Semeraro, et al., “Antimicrobial Peptide Activity in Asymmetric Bacterial Membrane Mimics,” Faraday Discussions 232 (2021): 435-447, https://doi.org/10.1039/D1FD00039J.

[73]

Z. Tang, W. Jiang, S. Li, et al., “Design and Evaluation of Tadpole-Like Conformational Antimicrobial Peptides,” Communications Biology 6 (2023): 1177, https://doi.org/10.1038/s42003-023-05560-0.

[74]

F. Carneri, C. Troiano, G. Giaquinto, D. Roversi, H. Franzyk, and L. Stella, “Water-Membrane Partition and the Mutant Selection Window of Antimicrobial Peptides: Insights From Liposome Studies,” Journal of Colloid & Interface Science 683 (2025): 1078-1086, https://doi.org/10.1016/j.jcis.2024.12.099.

[75]

M. Hasan, F. Hossain, H. Dohra, and M. Yamazaki, “Role of Interfacial Hydrophobicity in Antimicrobial Peptide Magainin 2-Induced Nanopore Formation,” Biochemical and Biophysical Research Communications 630 (2022): 50-56, https://doi.org/10.1016/j.bbrc.2022.08.094.

[76]

F. G. Avci, B. Sariyar Akbulut, and E. Ozkirimli, “Membrane Active Peptides and Their Biophysical Characterization,” Biomolecules 8 (2018): 77, https://doi.org/10.3390/biom8030077.

[77]

M.-T. Lee, W.-C. Hung, F.-Y. Chen, and H. W. Huang, “Many-Body Effect of Antimicrobial Peptides: On the Correlation between Lipid's Spontaneous Curvature and Pore Formation,” Biophysical Journal 89 (2005): 4006-4016, https://doi.org/10.1529/biophysj.105.068080.

[78]

J. P. Ulmschneider and M. B. Ulmschneider, “Melittin Can Permeabilize Membranes via Large Transient Pores,” Nature Communications 15 (2024): 7281, https://doi.org/10.1038/s41467-024-51691-1.

[79]

T. F. D. Silva, D. Vila-Viçosa, and M. Machuqueiro, “Increasing the Realism of in Silico PHLIP Peptide Models With a Novel PH Gradient CpHMD Method,” Journal of Chemical Theory and Computation 18 (2022): 6472-6481, https://doi.org/10.1021/acs.jctc.2c00880.

[80]

J. Qiu, D. Ma, X. You, et al., “Protonation-Regulated Membrane-Insertion Dynamics of PH Low-Insertion Peptide: Metastable Molecular Conformations and Their Transitions,” ACS Nano 19 (2025): 15685-15697, https://doi.org/10.1021/acsnano.4c18301.

[81]

I. M. Hussaini, A. N. Sulaiman, S. C. Abubakar, et al., “Unveiling the Arsenal Against Antibiotic Resistance: Antibacterial Peptides as Broad-Spectrum Weapons Targeting Multidrug-Resistant Bacteria,” The Microbe 5 (2024): 100169, https://doi.org/10.1016/j.microb.2024.100169.

[82]

M. T. H. Nguyen, D. Biriukov, C. Tempra, et al., “Ionic Strength and Solution Composition Dictate the Adsorption of Cell-Penetrating Peptides Onto Phosphatidylcholine Membranes,” Langmuir 38 (2022): 11284-11295, https://doi.org/10.1021/acs.langmuir.2c01435.

[83]

Y. Huan, Q. Kong, H. Mou, and H. Yi, “Antimicrobial Peptides: Classification, Design, Application and Research Progress in Multiple Fields,” Frontiers in Microbiology 11 (2020): 582779, https://doi.org/10.3389/fmicb.2020.582779.

[84]

J. Thoma, W. Abuillan, I. Furikado, et al., “Specific Localisation of Ions in Bacterial Membranes Unravels Physical Mechanism of Effective Bacteria Killing by Sanitiser,” Scientific Reports 10 (2020): 12302, https://doi.org/10.1038/s41598-020-69064-1.

[85]

M.-I. Aguilar, K. Al Nahas, F. N. Barrera, et al., “Theoretical and Experimental Comparisons of Simple Peptide-Membrane Systems, Towards Defining the Reaction Space: General Discussion,” Faraday Discussions 232 (2021): 149-171, https://doi.org/10.1039/D1FD90065J.

[86]

J. Utterström, H. M. G. Barriga, M. N. Holme, R. Selegård, M. M. Stevens, and D. Aili, “Peptide-Folding Triggered Phase Separation and Lipid Membrane Destabilization in Cholesterol-Rich Lipid Vesicles,” Bioconjugate Chemistry 33 (2022): 736-746, https://doi.org/10.1021/acs.bioconjchem.2c00115.

[87]

D. Conde-Torres, M. Mussa-Juane, D. Faílde, A. Gómez, R. García-Fandiño, and Á. Piñeiro, “Classical Simulations on Quantum Computers: Interface-Driven Peptide Folding on Simulated Membrane Surfaces,” Computers in Biology and Medicine 182 (2024): 109157, https://doi.org/10.1016/j.compbiomed.2024.109157.

[88]

A. Medvedeva, H. Teimouri, and A. B. Kolomeisky, “Oligomerization Can Enhance Synergistic Activity of Antimicrobial Peptides,” Molecular Physics (2024): e2445173, https://doi.org/10.1080/00268976.2024.2445173.

[89]

R. Bücker, C. Seuring, C. Cazey, et al., “The Cryo-EM Structures of Two Amphibian Antimicrobial Cross-β Amyloid Fibrils,” Nature Communications 13 (2022): 4356, https://doi.org/10.1038/s41467-022-32039-z.

[90]

O. V. Kondrashov, M. V. Volovik, Z. G. Denieva, et al., “Dialectics of Antimicrobial Peptides II: Theoretical Models of Pore Formation and Membrane Protection,” Langmuir 41 (2025): 19003-19022, https://doi.org/10.1021/acs.langmuir.5c00963.

[91]

C. Neale, J. C. Y. Hsu, C. M. Yip, and R. Pomès, “Indolicidin Binding Induces Thinning of a Lipid Bilayer,” Biophysical Journal 106 (2014): L29-L31, https://doi.org/10.1016/j.bpj.2014.02.031.

[92]

A. R. Fitz, D. K. Klimov, and C. Lockhart, “Binding of Antimicrobial Peptide Indolicidin to DMPC Bilayer Using Replica-Exchange Molecular Dynamics,” Journal of Chemical Information and Modeling 65 (2025): 9251-9260, https://doi.org/10.1021/acs.jcim.5c01153.

[93]

M.-T. Lee, F.-Y. Chen, and H. W. Huang, “Energetics of Pore Formation Induced by Membrane Active Peptides,” Biochemistry 43 (2004): 3590-3599, https://doi.org/10.1021/bi036153r.

[94]

F.-Y. Chen, M.-T. Lee, and H. W. Huang, “Evidence for Membrane Thinning Effect as the Mechanism for Peptide-Induced Pore Formation,” Biophysical Journal 84 (2003): 3751-3758, https://doi.org/10.1016/S0006-3495(03)75103-0.

[95]

F.-Y. Chen, M.-T. Lee, and H. W. Huang, “Sigmoidal Concentration Dependence of Antimicrobial Peptide Activities: A Case Study on Alamethicin,” Biophysical Journal 82 (2002): 908-914, https://doi.org/10.1016/S0006-3495(02)75452-0.

[96]

B. Bertrand and C. Munoz-Garay, “Unlocking the Power of Membrane Biophysics: Enhancing the Study of Antimicrobial Peptides Activity and Selectivity,” Biophysical Reviews 17 (2025): 605-625, https://doi.org/10.1007/s12551-025-01312-y.

[97]

K. Beck, J. Nandy, and M. Hoernke, “Strong Membrane Permeabilization Activity Can Reduce Selectivity of Cyclic Antimicrobial Peptides,” Journal of Physical Chemistry B 129 (2025): 2446-2460, https://doi.org/10.1021/acs.jpcb.4c05019.

[98]

J. Roh, C. Boyer, and P. V. Kumar, “Uncovering Key Characteristics of Antibacterial Peptides Through Machine Learning,” Macromolecular Rapid Communications (2025): e00583, https://doi.org/10.1002/marc.202500583.

[99]

S. Lohan, A. G. Konshina, E. H. M. Mohammed, et al., “Impact of Stereochemical Replacement on Activity and Selectivity of Membrane-Active Antibacterial and Antifungal Cyclic Peptides,” NPJ Antimicrobials and Resistance 3 (2025): 56, https://doi.org/10.1038/s44259-025-00121-3.

[100]

M. Alzain, H. Daghistani, T. Shamrani, et al., “Antimicrobial Peptides: Mechanisms, Applications, and Therapeutic Potential,” Infection and Drug Resistance 18 (2025): 4385-4426, https://doi.org/10.2147/IDR.S514825.

[101]

A. H. Benfield and S. T. Henriques, “Mode-of-Action of Antimicrobial Peptides: Membrane Disruption vs. Intracellular Mechanisms,” Frontiers in Medical Technology 2 (2020): 610997, https://doi.org/10.3389/fmedt.2020.610997.

[102]

T. Lou, X. Zhuang, J. Chang, Y. Gao, and X. Bai, “Effect of Surface-Immobilized States of Antimicrobial Peptides on Their Ability to Disrupt Bacterial Cell Membrane Structure,” Journal of Functional Biomaterials 15 (2024): 315, https://doi.org/10.3390/jfb15110315.

[103]

L. Pašalić, B. Pem, A. Jakas, et al., “Peptide Interaction With Mixed Lipid Bilayers Alters Packing and Hydrocarbon Chain Conformations,” Journal of Liposome Research 35 (2025): 548-565, https://doi.org/10.1080/08982104.2025.2576099.

[104]

B. Jung, H. Yun, H. J. Min, S. Yang, S. Y. Shin, and C. W. Lee, “Discovery of Structural and Functional Transition Sites for Membrane-Penetrating Activity of Sheep Myeloid Antimicrobial Peptide-18,” Scientific Reports 13 (2023): 1238, https://doi.org/10.1038/s41598-023-28386-6.

[105]

D. Conde-Torres, M. Calvelo, C. Rovira, Á. Piñeiro, and R. Garcia-Fandino, “Unlocking the Specificity of Antimicrobial Peptide Interactions for Membrane-Targeted Therapies,” Computational and Structural Biotechnology Journal 25 (2024): 61-74, https://doi.org/10.1016/j.csbj.2024.04.022.

[106]

E. Glukhov, M. Stark, L. L. Burrows, and C. M. Deber, “Basis for Selectivity of Cationic Antimicrobial Peptides for Bacterial Versus Mammalian Membranes,” Journal of Biological Chemistry 280 (2005): 33960-33967, https://doi.org/10.1074/jbc.M507042200.

[107]

A. Melcrová, S. Maity, J. Melcr, et al., “Lateral Membrane Organization as Target of an Antimicrobial Peptidomimetic Compound,” Nature Communications 14 (2023): 4038, https://doi.org/10.1038/s41467-023-39726-5.

[108]

Y. Zhu, W. Xu, W. Chen, et al., “Self-Assembling Peptide With Dual Function of Cell Penetration and Antibacterial as a Nano Weapon to Combat Intracellular Bacteria,” Science Advances 11 (2025): eads3844, https://doi.org/10.1126/sciadv.ads3844.

RIGHTS & PERMISSIONS

2026 The Author(s). Aggregate published by SCUT, AIEI, and John Wiley & Sons Australia, Ltd.

PDF (1049KB)

0

Accesses

0

Citation

Detail

Sections
Recommended

/