1
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Miwa A, Kamiya K. Cell-Penetrating Peptide-Mediated Biomolecule Transportation in Artificial Lipid Vesicles and Living Cells. Molecules 2024; 29:3339. [PMID: 39064917 PMCID: PMC11279660 DOI: 10.3390/molecules29143339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 07/12/2024] [Accepted: 07/15/2024] [Indexed: 07/28/2024] Open
Abstract
Signal transduction and homeostasis are regulated by complex protein interactions in the intracellular environment. Therefore, the transportation of impermeable macromolecules (nucleic acids, proteins, and drugs) that control protein interactions is essential for modulating cell functions and therapeutic applications. However, macromolecule transportation across the cell membrane is not easy because the cell membrane separates the intra/extracellular environments, and the types of molecular transportation are regulated by membrane proteins. Cell-penetrating peptides (CPPs) are expected to be carriers for molecular transport. CPPs can transport macromolecules into cells through endocytosis and direct translocation. The transport mechanism remains largely unclear owing to several possibilities. In this review, we describe the methods for investigating CPP conformation, translocation, and cargo transportation using artificial membranes. We also investigated biomolecular transport across living cell membranes via CPPs. Subsequently, we show not only the biochemical applications but also the synthetic biological applications of CPPs. Finally, recent progress in biomolecule and nanoparticle transportation via CPPs into specific tissues is described from the viewpoint of drug delivery. This review provides the opportunity to discuss the mechanism of biomolecule transportation through these two platforms.
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Affiliation(s)
| | - Koki Kamiya
- Division of Molecular Science, Graduate School of Science and Technology, Gunma University, Kiryu 376-8515, Gunma, Japan;
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2
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Walter V, Schmatko T, Muller P, Schroder AP, MacEwan SR, Chilkoti A, Marques CM. Negative lipid membranes enhance the adsorption of TAT-decorated elastin-like polypeptide micelles. Biophys J 2024; 123:901-908. [PMID: 38449310 PMCID: PMC10995422 DOI: 10.1016/j.bpj.2024.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 02/07/2024] [Accepted: 03/01/2024] [Indexed: 03/08/2024] Open
Abstract
A cell-penetrating peptide (CPP) is a short amino-acid sequence capable of efficiently translocating across the cellular membrane of mammalian cells. However, the potential of CPPs as a delivery vector is hampered by the strong reduction of its translocation efficiency when it bears an attached molecular cargo. To overcome this problem, we used previously developed diblock copolymers of elastin-like polypeptides (ELPBCs), which we end functionalized with TAT (transactivator of transcription), an archetypal CPP built from a positively charged amino acid sequence of the HIV-1 virus. These ELPBCs self-assemble into micelles at a specific temperature and present the TAT peptide on their corona. These micelles can recover the lost membrane affinity of TAT and can trigger interactions with the membrane despite the presence of a molecular cargo. Herein, we study the influence of membrane surface charge on the adsorption of TAT-functionalized ELP micelles onto giant unilamellar vesicles (GUVs). We show that the TAT-ELPBC micelles show an increased binding constant toward negatively charged membranes compared to neutral membranes, but no translocation is observed. The affinity of the TAT-ELPBC micelles for the GUVs displays a stepwise dependence on the lipid charge of the GUV, which, to our knowledge, has not been reported previously for interactions between peptides and lipid membranes. By unveiling the key steps controlling the interaction of an archetypal CPP with lipid membranes, through regulation of the charge of the lipid bilayer, our results pave the way for a better design of delivery vectors based on CPPs.
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Affiliation(s)
- Vivien Walter
- Institut Charles Sadron, CNRS UPR22 & Université de Strasbourg, Strasbourg, France
| | - Tatiana Schmatko
- Institut Charles Sadron, CNRS UPR22 & Université de Strasbourg, Strasbourg, France.
| | - Pierre Muller
- Institut Charles Sadron, CNRS UPR22 & Université de Strasbourg, Strasbourg, France
| | | | - Sarah R MacEwan
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Ashutosh Chilkoti
- Department of Biomedical Engineering, Duke University, Durham, North Carolina
| | - Carlos M Marques
- University of Lyon, ENS-Lyon, CNRS UMR 5182, Chem. Lab, Lyon, France.
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3
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Lyu M, Yazdi M, Lin Y, Höhn M, Lächelt U, Wagner E. Receptor-Targeted Dual pH-Triggered Intracellular Protein Transfer. ACS Biomater Sci Eng 2024; 10:99-114. [PMID: 35802884 DOI: 10.1021/acsbiomaterials.2c00476] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Protein therapeutics are of widespread interest due to their successful performance in the current pharmaceutical and medical fields, even though their broad applications have been hindered by the lack of an efficient intracellular delivery approach. Herein, we fabricated an active-targeted dual pH-responsive delivery system with favorable tumor cell entry augmented by extracellular pH-triggered charge reversal and tumor receptor targeting and pH-controlled endosomal release in a traceless fashion. As a traceable model protein, the enhanced green fluorescent protein (eGFP) bearing a nuclear localization signal was covalently coupled with a pH-labile traceless azidomethyl-methylmaleic anhydride (AzMMMan) linker followed by functionalization with different molar equivalents of two dibenzocyclooctyne-octa-arginine-cysteine (DBCO-R8C)-modified moieties: polyethylene glycol (PEG)-GE11 peptide for epidermal growth factor receptor-mediated targeting and melittin for endosomal escape. The cationic melittin domain was masked with tetrahydrophthalic anhydride revertible at mild acidic pH 6.5. At the optimally balanced ratio of functional units, the on-demand charge conversion at tumoral extracellular pH 6.5 in combination with GE11-mediated targeting triggered enhanced electrostatic cellular attraction by the R8C cell-penetrating peptides and melittin, as demonstrated by strongly enhanced cellular uptake. Successful endosomal release followed by nuclear localization of the eGFP cargo was obtained by taking advantage of melittin-mediated endosomal escape and rapid traceless release from the AzMMMan linker. The effectiveness of this multifunctional bioresponsive system suggests a promising strategy for delivery of protein drugs toward intracellular targets. A possible therapeutic relevance was indicated by an example of cytosolic delivery of cytochrome c initiating the apoptosis pathway to kill cancer cells.
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Affiliation(s)
- Meng Lyu
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
| | - Mina Yazdi
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
| | - Yi Lin
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
| | - Miriam Höhn
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
| | - Ulrich Lächelt
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
- Department of Pharmaceutical Sciences, University of Vienna, 1090 Vienna, Austria
| | - Ernst Wagner
- Pharmaceutical Biotechnology, Department of Pharmacy and Center for NanoScience (CeNS), Ludwig-Maximilians-Universität München, 81377 Munich, Germany
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4
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Vestergaard MC, Nishida Y, Tran LTT, Sharma N, Zhang X, Nakamura M, Oussou-Azo AF, Nakama T. Antifungal Activity and Molecular Mechanisms of Copper Nanoforms against Colletotrichum gloeosporioides. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 13:2990. [PMID: 38063686 PMCID: PMC10708171 DOI: 10.3390/nano13232990] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Revised: 11/16/2023] [Accepted: 11/17/2023] [Indexed: 09/06/2024]
Abstract
In this work, we have synthesized copper nanoforms (Cu NFs) using ascorbic acid as a reducing agent and polyvinylpyrrolidone as a stabilizer. Elemental characterization using EDS has shown the nanostructure to be of high purity and compare well with commercially sourced nanoforms. SEM images of both Cu NFs show some agglomeration. The in-house NFs had a better even distribution and size of the nanostructures. The XRD peaks represented a face-centered cubic structure of Cu2O. The commercially sourced Cu NFs were found to be a mixture of Cu and Cu2O. Both forms had a crystalline structure. Using these two types of Cu NFs, an antimicrobial study against Colletotrichum gloeosporioides, a devastating plant pathogen, showed the in-house Cu NFs to be most effective at inhibiting growth of the pathogen. Interestingly, at low concentrations, both Cu NFs increased fungal growth, although the mycelia appeared thin and less dense than in the control. SEM macrographs showed that the in-house Cu NFs inhibited the fungus by flattening the mycelia and busting some of them. In contrast, the mycelia were short and appeared clustered when exposed to commercial Cu NFs. The difference in effect was related to the size and/or oxidation state of the Cu NFs. Furthermore, the fungus produced a defense mechanism in response to the NFs. The fungus produced melanin, with the degree of melanization directly corresponding to the concentration of the Cu NFs. Localization of aggregated Cu NFs could be clearly observed outside of the model membranes. The large agglomerates may only contribute indirectly by a hit-and-bounce-off effect, while small structures may adhere to the membrane surface and/or internalize. Spatio-temporal membrane dynamics were captured in real time. The dominant dynamics culminated into large fluctuations. Some of the large fluctuations resulted in vesicular transformation. The major transformation was exo-bud/exo-cytosis, which may be a way to excrete the foreign object (Cu NFs).
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Affiliation(s)
| | - Yuki Nishida
- Faculty of Agriculture, Kagoshima University, Kagoshima City 890-0065, Japan
| | - Lihn T. T. Tran
- Faculty of Agriculture, Kagoshima University, Kagoshima City 890-0065, Japan
| | - Neha Sharma
- Faculty of Fiber Science and Engineering, Kyoto Institute of Technology, Matsugasaki, Sakyo, Kyoto 606-8585, Japan
| | - Xiaoxiao Zhang
- Faculty of Agriculture, Kagoshima University, Kagoshima City 890-0065, Japan
| | - Masayuki Nakamura
- Faculty of Agriculture, Kagoshima University, Kagoshima City 890-0065, Japan
| | - Auriane F. Oussou-Azo
- United Graduate School of Agricultural Sciences, Kagoshima University, Kagoshima City 890-0065, Japan
| | - Tomoki Nakama
- Faculty of Agriculture, Kagoshima University, Kagoshima City 890-0065, Japan
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Agoni C, Stavropoulos I, Kirwan A, Mysior MM, Holton T, Kranjc T, Simpson JC, Roche HM, Shields DC. Cell-Penetrating Milk-Derived Peptides with a Non-Inflammatory Profile. Molecules 2023; 28:6999. [PMID: 37836842 PMCID: PMC10574647 DOI: 10.3390/molecules28196999] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2023] [Revised: 09/24/2023] [Accepted: 09/25/2023] [Indexed: 10/15/2023] Open
Abstract
Milk-derived peptides are known to confer anti-inflammatory effects. We hypothesised that milk-derived cell-penetrating peptides might modulate inflammation in useful ways. Using computational techniques, we identified and synthesised peptides from the milk protein Alpha-S1-casein that were predicted to be cell-penetrating using a machine learning predictor. We modified the interpretation of the prediction results to consider the effects of histidine. Peptides were then selected for testing to determine their cell penetrability and anti-inflammatory effects using HeLa cells and J774.2 mouse macrophage cell lines. The selected peptides all showed cell penetrating behaviour, as judged using confocal microscopy of fluorescently labelled peptides. None of the peptides had an effect on either the NF-κB transcription factor or TNFα and IL-1β secretion. Thus, the identified milk-derived sequences have the ability to be internalised into the cell without affecting cell homeostatic mechanisms such as NF-κB activation. These peptides are worthy of further investigation for other potential bioactivities or as a naturally derived carrier to promote the cellular internalisation of other active peptides.
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Affiliation(s)
- Clement Agoni
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- School of Medicine, University College Dublin, Belfield, D04 W6F6 Dublin 4, Ireland
- Discipline of Pharmaceutical Sciences, University of KwaZulu Natal, Durban 4041, South Africa
| | - Ilias Stavropoulos
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- School of Medicine, University College Dublin, Belfield, D04 W6F6 Dublin 4, Ireland
| | - Anna Kirwan
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- School of Biology and Environmental Science, University College Dublin, Belfield, D04 N2E5 Dublin 4, Ireland
| | - Margharitha M. Mysior
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- Institute of Food and Health, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland
| | - Therese Holton
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- Institute of Food and Health, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland
| | - Tilen Kranjc
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- Institute of Food and Health, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland
| | - Jeremy C. Simpson
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- School of Biology and Environmental Science, University College Dublin, Belfield, D04 N2E5 Dublin 4, Ireland
| | - Helen M. Roche
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- Institute for Global Food Security, Queens University Belfast, Belfast BT9 5DL, UK
| | - Denis C. Shields
- Conway Institute of Biomolecular and Biomedical Research, University College Dublin, Belfield, D04 V1W8 Dublin 4, Ireland (M.M.M.); (J.C.S.)
- School of Medicine, University College Dublin, Belfield, D04 W6F6 Dublin 4, Ireland
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6
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Zakany F, Mándity IM, Varga Z, Panyi G, Nagy P, Kovacs T. Effect of the Lipid Landscape on the Efficacy of Cell-Penetrating Peptides. Cells 2023; 12:1700. [PMID: 37443733 PMCID: PMC10340183 DOI: 10.3390/cells12131700] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 06/16/2023] [Accepted: 06/20/2023] [Indexed: 07/15/2023] Open
Abstract
Every cell biological textbook teaches us that the main role of the plasma membrane is to separate cells from their neighborhood to allow for a controlled composition of the intracellular space. The mostly hydrophobic nature of the cell membrane presents an impenetrable barrier for most hydrophilic molecules larger than 1 kDa. On the other hand, cell-penetrating peptides (CPPs) are capable of traversing this barrier without compromising membrane integrity, and they can do so on their own or coupled to cargos. Coupling biologically and medically relevant cargos to CPPs holds great promise of delivering membrane-impermeable drugs into cells. If the cargo is able to interact with certain cell types, uptake of the CPP-drug complex can be tailored to be cell-type-specific. Besides outlining the major membrane penetration pathways of CPPs, this review is aimed at deciphering how properties of the membrane influence the uptake mechanisms of CPPs. By summarizing an extensive body of experimental evidence, we argue that a more ordered, less flexible membrane structure, often present in the very diseases planned to be treated with CPPs, decreases their cellular uptake. These correlations are not only relevant for understanding the cellular biology of CPPs, but also for rationally improving their value in translational or clinical applications.
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Affiliation(s)
- Florina Zakany
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (F.Z.); (Z.V.); (G.P.)
| | - István M. Mándity
- Department of Organic Chemistry, Faculty of Pharmacy, Semmelweis University, 1085 Budapest, Hungary;
- TTK Lendület Artificial Transporter Research Group, Institute of Materials and Environmental Chemistry, Research Centre for Natural Sciences, 1117 Budapest, Hungary
| | - Zoltan Varga
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (F.Z.); (Z.V.); (G.P.)
| | - Gyorgy Panyi
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (F.Z.); (Z.V.); (G.P.)
| | - Peter Nagy
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (F.Z.); (Z.V.); (G.P.)
| | - Tamas Kovacs
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, 4032 Debrecen, Hungary; (F.Z.); (Z.V.); (G.P.)
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7
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Miwa A, Kamiya K. Control of Enzyme Reaction Initiation inside Giant Unilamellar Vesicles by the Cell-Penetrating Peptide-Mediated Translocation of Cargo Proteins. ACS Synth Biol 2022; 11:3836-3846. [PMID: 36197293 DOI: 10.1021/acssynbio.2c00413] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Cell-penetrating peptides (CPPs) play important roles in directly delivering biomolecules, such as DNA, proteins, and peptides, into living cells. In artificial lipid membranes, such as planar lipid bilayers, the direct membrane translocation of β-galactosidase via Pep-1 (one of the CPPs) is dependent upon a voltage gradient between the inner and outer leaflets of the lipid membranes. Giant unilamellar vesicles (GUVs) with asymmetric lipid distributions, which are recently generated using microfluidic technologies, can be observed by optical microscopy. Therefore, interactions between CPPs and asymmetric lipid bilayers in different kinds of lipids and the translocation mechanism of proteins via CPPs into GUVs can be investigated at the level of a single asymmetric GUV. This CPP-based system for transporting proteins into GUVs will be applied to control the start of enzyme reactions in GUVs. This study aimed to explore efficient protein translocation into GUVs via CPP and demonstrate that enzymatic reactions start in GUVs using a CPP-mediated direct translocation. The interactions and the enzyme reactions between the CPP (Pep-1 or penetratin)-DNase I complexes and the asymmetric or symmetric GUV membranes containing the negatively or neutrally charged lipids were observed by confocal laser-scanning microscopy. The asymmetric GUVs containing phosphatidylserine (PS) in the inner leaflet showed efficient DNase I translocation into GUVs via penetratin. Finally, the formation of a cross-linked actin network was observed in asymmetric PS GUVs incubated with Pep-1-streptavidin complexes. The CPP-mediated direct translocation can contribute to developing artificial cell models with the capacity to control the initiation of enzymatic reactions.
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Affiliation(s)
- Akari Miwa
- Graduate School of Science and Technology, Gunma University, 1-5-1 Tenjin-cho, Kiryu, Gunma 376-8515, Japan
| | - Koki Kamiya
- Graduate School of Science and Technology, Gunma University, 1-5-1 Tenjin-cho, Kiryu, Gunma 376-8515, Japan
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8
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Nguyen MT, Biriukov D, Tempra C, Baxova K, Martinez-Seara H, Evci H, Singh V, Šachl R, Hof M, Jungwirth P, Javanainen M, Vazdar M. Ionic Strength and Solution Composition Dictate the Adsorption of Cell-Penetrating Peptides onto Phosphatidylcholine Membranes. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2022; 38:11284-11295. [PMID: 36083171 PMCID: PMC9494944 DOI: 10.1021/acs.langmuir.2c01435] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/29/2022] [Indexed: 06/15/2023]
Abstract
Adsorption of arginine-rich positively charged peptides onto neutral zwitterionic phosphocholine (PC) bilayers is a key step in the translocation of those potent cell-penetrating peptides into the cell interior. In the past, we have shown both theoretically and experimentally that polyarginines adsorb to the neutral PC-supported lipid bilayers in contrast to polylysines. However, comparing our results with previous studies showed that the results often do not match even at the qualitative level. The adsorption of arginine-rich peptides onto 1-palmitoyl-2-oleoyl-sn-glycero-3-phosphocholine (POPC) may qualitatively depend on the actual experimental conditions where binding experiments have been performed. In this work, we systematically studied the adsorption of R9 and K9 peptides onto the POPC bilayer, aided by molecular dynamics (MD) simulations and fluorescence cross-correlation spectroscopy (FCCS) experiments. Using MD simulations, we tested a series of increasing peptide concentrations, in parallel with increasing Na+ and Ca2+ salt concentrations, showing that the apparent strength of adsorption of R9 decreases upon the increase of peptide or salt concentration in the system. The key result from the simulations is that the salt concentrations used experimentally can alter the picture of peptide adsorption qualitatively. Using FCCS experiments with fluorescently labeled R9 and K9, we first demonstrated that the binding of R9 to POPC is tighter by almost 2 orders of magnitude compared to that of K9. Finally, upon the addition of an excess of either Na+ or Ca2+ ions with R9, the total fluorescence correlation signal is lost, which implies the unbinding of R9 from the PC bilayer, in agreement with our predictions from MD simulations.
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Affiliation(s)
- Man Thi
Hong Nguyen
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Denys Biriukov
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Carmelo Tempra
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Katarina Baxova
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Hector Martinez-Seara
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Hüseyin Evci
- J.
Heyrovský Institute of Physical Chemistry of the Czech Academy
of Sciences, Dolejškova
2155/3, CZ-18223 Prague 8, Czech Republic
- Department
of Chemistry, Faculty of Science, University
of South Bohemia in Ceske Budejovice, 370 05 Ceske Budejovice, Czech
Republic
| | - Vandana Singh
- J.
Heyrovský Institute of Physical Chemistry of the Czech Academy
of Sciences, Dolejškova
2155/3, CZ-18223 Prague 8, Czech Republic
- Faculty
of Mathematics and Physics at Charles University, 110 00 Prague, Czech Republic
| | - Radek Šachl
- J.
Heyrovský Institute of Physical Chemistry of the Czech Academy
of Sciences, Dolejškova
2155/3, CZ-18223 Prague 8, Czech Republic
| | - Martin Hof
- J.
Heyrovský Institute of Physical Chemistry of the Czech Academy
of Sciences, Dolejškova
2155/3, CZ-18223 Prague 8, Czech Republic
| | - Pavel Jungwirth
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
| | - Matti Javanainen
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
- Institute
of Biotechnology, University of Helsinki, FI-00014 University
of Helsinki, Finland
| | - Mario Vazdar
- Institute
of Organic Chemistry and Biochemistry of the Czech Academy of Sciences, Flemingovo nám. 542/2, CZ-16000 Prague 6, Czech Republic
- Department
of Mathematics, University of Chemistry
and Technology, 166 28 Prague, Czech Republic
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9
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Experimental Investigations on the Conductance of Lipid Membranes under Differential Hydrostatic Pressure. MEMBRANES 2022; 12:membranes12050479. [PMID: 35629805 PMCID: PMC9144669 DOI: 10.3390/membranes12050479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Revised: 04/22/2022] [Accepted: 04/27/2022] [Indexed: 02/05/2023]
Abstract
The unassisted transport of inorganic ions through lipid membranes has become increasingly relevant to an expansive range of biological phenomena. Recent simulations indicate a strong influence of a lipid membrane's curvature on its permeability, which may be part of the overall cell sensitivity to mechanical stimulation. However, most ionic permeability experiments employ a flat, uncurved lipid membrane, which disregards the physiological relevance of curvature on such investigations. To fill this gap in our knowledge, we adapted a traditional experimental system consisting of a planar lipid membrane, which we exposed to a controlled, differential hydrostatic pressure. Our electrophysiology experiments indicate a strong correlation between the changes in membrane geometry elicited by the application of pressure, as inferred from capacitance measurements, and the resulting conductance. Our experiments also confirmed the well-established influence of cholesterol addition to lipid membranes in adjusting their mechanical properties and overall permeability. Therefore, the proposed experimental system may prove useful for a better understanding of the intricate connections between membrane mechanics and adjustments of cellular functionalities upon mechanical stimulation, as well as for confirmation of predictions made by simulations and theoretical modeling.
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10
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Rosa S, Pesaresi P, Mizzotti C, Bulone V, Mezzetti B, Baraldi E, Masiero S. Game-changing alternatives to conventional fungicides: small RNAs and short peptides. Trends Biotechnol 2021; 40:320-337. [PMID: 34489105 DOI: 10.1016/j.tibtech.2021.07.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2021] [Revised: 07/29/2021] [Accepted: 07/30/2021] [Indexed: 12/17/2022]
Abstract
Fungicide use is one of the core elements of intensive agriculture because it is necessary to fight pathogens that would otherwise cause large production losses. Oomycete and fungal pathogens are kept under control using several active compounds, some of which are predicted to be banned in the near future owing to serious concerns about their impact on the environment, non-targeted organisms, and human health. To avoid detrimental repercussions for food security, it is essential to develop new biomolecules that control existing and emerging pathogens but are innocuous to human health and the environment. This review presents and discusses the use of novel low-risk biological compounds based on small RNAs and short peptides that are attractive alternatives to current contentious fungicides.
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Affiliation(s)
- Stefano Rosa
- Department of Biosciences, University of Milano, I-20133, Milano, Italy
| | - Paolo Pesaresi
- Department of Biosciences, University of Milano, I-20133, Milano, Italy
| | - Chiara Mizzotti
- Department of Biosciences, University of Milano, I-20133, Milano, Italy
| | - Vincent Bulone
- School of Agriculture, Food and Wine, University of Adelaide, Waite Campus, Glen Osmond, South Australia 5064, Australia; Division of Glycoscience, Department of Chemistry, School of Engineering Sciences in Chemistry, Biotechnology and Health, KTH Royal Institute of Technology, AlbaNova University Centre, 10691 Stockholm, Sweden
| | - Bruno Mezzetti
- Department of Agricultural, Food and Environmental Sciences, Marche Polytechnic University, I-60131, Ancona, Italy
| | - Elena Baraldi
- Department of Agricultural and Food Sciences (DISTAL), University of Bologna, I-40126 Bologna, Italy.
| | - Simona Masiero
- Department of Biosciences, University of Milano, I-20133, Milano, Italy.
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Bera PK, Rathee V, Krishnaswamy R, Sood AK. Shear-Induced Ordering of Nanopores and Instabilities in Concentrated Surfactant Mesh Phases. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2021; 37:6874-6886. [PMID: 34085836 DOI: 10.1021/acs.langmuir.0c03660] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Mixed surfactant systems with strongly bound counterions show many interesting phases such as the random mesh phase consisting of a disordered array of defects (water-filled nanopores in the bilayers). The present study addresses the non-equilibrium phase transition of the random mesh phase under shear to an ordered mesh phase with a high degree of coherence between nanopores in three dimensions. In situ small-angle synchrotron X-ray study under different shear stress conditions shows sharp Bragg peaks in the X-ray diffraction, successfully indexed to the rhombohedral lattice with R3̅m space group symmetry. The ordered mesh phase shows isomorphic twinning and buckling at higher shear stress. Our experimental studies bring out rich non-equilibrium phase transitions in concentrated cationic surfactant systems with strongly bound counterions hitherto not well explored and provide motivation for a quantitative understanding.
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Affiliation(s)
- Pradip K Bera
- Department of Physics, Indian Institute of Science, Bangalore 560012, India
| | - Vikram Rathee
- Department of Physics, Indian Institute of Science, Bangalore 560012, India
| | - Rema Krishnaswamy
- Department of Physics, Indian Institute of Science, Bangalore 560012, India
| | - A K Sood
- Department of Physics, Indian Institute of Science, Bangalore 560012, India
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13
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Karabağ C, Jones ML, Reyes-Aldasoro CC. Volumetric Semantic Instance Segmentation of the Plasma Membrane of HeLa Cells. J Imaging 2021; 7:93. [PMID: 39080881 PMCID: PMC8321355 DOI: 10.3390/jimaging7060093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 05/24/2021] [Accepted: 05/25/2021] [Indexed: 01/10/2023] Open
Abstract
In this work, an unsupervised volumetric semantic instance segmentation of the plasma membrane of HeLa cells as observed with serial block face scanning electron microscopy is described. The resin background of the images was segmented at different slices of a 3D stack of 518 slices with 8192 × 8192 pixels each. The background was used to create a distance map, which helped identify and rank the cells by their size at each slice. The centroids of the cells detected at different slices were linked to identify them as a single cell that spanned a number of slices. A subset of these cells, i.e., the largest ones and those not close to the edges were selected for further processing. The selected cells were then automatically cropped to smaller regions of interest of 2000 × 2000 × 300 voxels that were treated as cell instances. Then, for each of these volumes, the nucleus was segmented, and the cell was separated from any neighbouring cells through a series of traditional image processing steps that followed the plasma membrane. The segmentation process was repeated for all the regions of interest previously selected. For one cell for which the ground truth was available, the algorithm provided excellent results in Accuracy (AC) and the Jaccard similarity Index (JI): nucleus: JI =0.9665, AC =0.9975, cell including nucleus JI =0.8711, AC =0.9655, cell excluding nucleus JI =0.8094, AC =0.9629. A limitation of the algorithm for the plasma membrane segmentation was the presence of background. In samples with tightly packed cells, this may not be available. When tested for these conditions, the segmentation of the nuclear envelope was still possible. All the code and data were released openly through GitHub, Zenodo and EMPIAR.
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Affiliation(s)
- Cefa Karabağ
- giCentre, Department of Computer Science, School of Mathematics, Computer Science and Engineering, City, University of London, London EC1V 0HB, UK;
| | - Martin L. Jones
- Electron Microscopy Science Technology Platform, The Francis Crick Institute, London NW1 1AT, UK;
| | - Constantino Carlos Reyes-Aldasoro
- giCentre, Department of Computer Science, School of Mathematics, Computer Science and Engineering, City, University of London, London EC1V 0HB, UK;
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Predicting cell-penetrating peptides using machine learning algorithms and navigating in their chemical space. Sci Rep 2021; 11:7628. [PMID: 33828175 PMCID: PMC8027643 DOI: 10.1038/s41598-021-87134-w] [Citation(s) in RCA: 42] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 03/24/2021] [Indexed: 02/01/2023] Open
Abstract
Cell-penetrating peptides (CPPs) are naturally able to cross the lipid bilayer membrane that protects cells. These peptides share common structural and physicochemical properties and show different pharmaceutical applications, among which drug delivery is the most important. Due to their ability to cross the membranes by pulling high-molecular-weight polar molecules, they are termed Trojan horses. In this study, we proposed a machine learning (ML)-based framework named BChemRF-CPPred (beyond chemical rules-based framework for CPP prediction) that uses an artificial neural network, a support vector machine, and a Gaussian process classifier to differentiate CPPs from non-CPPs, using structure- and sequence-based descriptors extracted from PDB and FASTA formats. The performance of our algorithm was evaluated by tenfold cross-validation and compared with those of previously reported prediction tools using an independent dataset. The BChemRF-CPPred satisfactorily identified CPP-like structures using natural and synthetic modified peptide libraries and also obtained better performance than those of previously reported ML-based algorithms, reaching the independent test accuracy of 90.66% (AUC = 0.9365) for PDB, and an accuracy of 86.5% (AUC = 0.9216) for FASTA input. Moreover, our analyses of the CPP chemical space demonstrated that these peptides break some molecular rules related to the prediction of permeability of therapeutic molecules in cell membranes. This is the first comprehensive analysis to predict synthetic and natural CPP structures and to evaluate their chemical space using an ML-based framework. Our algorithm is freely available for academic use at http://comptools.linc.ufpa.br/BChemRF-CPPred .
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