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        <identifier>oai:figshare.com:article/34028586</identifier>
        <datestamp>2026-09-30T02:05:37Z</datestamp>
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        <oai_dc:dc xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"  xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
          <dc:title>Molecular Insights
into the Bacterial Membrane Interactions
of Proline-Stabilized Graphene: Effects of Proline Oligomerization</dc:title>
          <dc:creator>Yueyue Weng (25139799)</dc:creator>
          <dc:creator>Jie Chen (5892)</dc:creator>
          <dc:creator>Zonglin Gu (1579501)</dc:creator>
          <dc:creator>Deguan Yu (25139802)</dc:creator>
          <dc:creator>Xulei Chen (12730796)</dc:creator>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Cell Biology</dc:subject>
          <dc:subject>Neuroscience</dc:subject>
          <dc:subject>Chemical Sciences not elsewhere classified</dc:subject>
          <dc:subject>Information Systems not elsewhere classified</dc:subject>
          <dc:subject>Infectious Diseases</dc:subject>
          <dc:subject>Virology</dc:subject>
          <dc:subject>thermodynamic driving force</dc:subject>
          <dc:subject>simulation time scale</dc:subject>
          <dc:subject>recent study [&lt;</dc:subject>
          <dc:subject>enhanced lipid diffusion</dc:subject>
          <dc:subject>enhance nanomaterial stability</dc:subject>
          <dc:subject>altered lipid ordering</dc:subject>
          <dc:subject>7 ± 55</dc:subject>
          <dc:subject>7 ± 3</dc:subject>
          <dc:subject>3 ± 22</dc:subject>
          <dc:subject>poor aqueous stability</dc:subject>
          <dc:subject>energetic analyses revealed</dc:subject>
          <dc:subject>proline monomer units</dc:subject>
          <dc:subject>proline molecules remained</dc:subject>
          <dc:subject>graphene – solution</dc:subject>
          <dc:subject>graphene successfully inserted</dc:subject>
          <dc:subject>2025 ,&lt;/ b</dc:subject>
          <dc:subject>inducing membrane deformation</dc:subject>
          <dc:subject>dimeric proline systems</dc:subject>
          <dc:subject>dimeric proline solutions</dc:subject>
          <dc:subject>proline oligomerization multidrug</dc:subject>
          <dc:subject>bacterial membrane interactions</dc:subject>
          <dc:subject>proline oligomerization</dc:subject>
          <dc:subject>noncovalent interactions</dc:subject>
          <dc:subject>energetic advantage</dc:subject>
          <dc:subject>aqueous phase</dc:subject>
          <dc:subject>bacterial membrane</dc:subject>
          <dc:subject>), dimeric</dc:subject>
          <dc:subject>stabilized graphene</dc:subject>
          <dc:subject>graphene surface</dc:subject>
          <dc:subject>graphene nanosheets</dc:subject>
          <dc:subject>graphene failed</dc:subject>
          <dc:subject>work provides</dc:subject>
          <dc:subject>thereby weakening</dc:subject>
          <dc:subject>stabilizing rather</dc:subject>
          <dc:subject>practical application</dc:subject>
          <dc:subject>penetrating role</dc:subject>
          <dc:subject>nature &lt;/</dc:subject>
          <dc:subject>level insights</dc:subject>
          <dc:subject>induced stabilization</dc:subject>
          <dc:subject>free movement</dc:subject>
          <dc:subject>first evidence</dc:subject>
          <dc:subject>findings demonstrate</dc:subject>
          <dc:subject>disruptive activity</dc:subject>
          <dc:subject>based nanomaterials</dc:subject>
          <dc:subject>amino acids</dc:subject>
          <dc:subject>amino acid</dc:subject>
          <dc:subject>5 ns</dc:subject>
          <dc:description>Multidrug-resistant bacterial infections pose a major
global health
challenge. Graphene nanosheets exhibit promising antibacterial activity
through membrane disruption, but their practical application is limited
by poor aqueous stability and biocompatibility. A recent study [&lt;i&gt;Nature&lt;/i&gt; &lt;b&gt;2025,&lt;/b&gt; 645 (8082), 915–921] has
suggested that amino acids such as proline can enhance nanomaterial
stability and biocompatibility through noncovalent interactions; however,
their influence on graphene–membrane interactions remains unclear.
Here, all-atom molecular dynamics simulations were performed to investigate
the effects of proline oligomerization on the insertion of graphene
nanosheets into a bacterial membrane. Monomeric (2 M), dimeric (1
M), and trimeric (0.67 M) proline systems containing equivalent concentrations
of proline monomer units were examined. Graphene successfully inserted
into the membrane in monomeric and dimeric proline solutions, inducing
membrane deformation, altered lipid ordering, and enhanced lipid diffusion.
Membrane insertion followed four stages: free movement, slow insertion,
rapid insertion, and stable insertion. The average insertion time
increased from 12.7 ± 3.1 ns without proline to 56.3 ± 22.5
ns and 169.7 ± 55.0 ns in monomeric and dimeric proline systems,
respectively. In contrast, graphene failed to penetrate the membrane
in the trimeric proline system within the simulation time scale. Energetic
analyses revealed that membrane insertion is governed by competition
between graphene–solution and graphene–membrane interactions.
Increasing proline oligomerization strengthened graphene–proline
interactions and reduced the energetic advantage of membrane insertion,
thereby weakening the thermodynamic driving force for membrane penetration.
Proline molecules remained in the aqueous phase and detached from
the graphene surface during insertion, indicating a stabilizing rather
than a direct membrane-penetrating role. These findings demonstrate
that graphene can retain its membrane-disruptive activity while benefiting
from proline-induced stabilization, provided that proline oligomerization
remains limited. This work provides the first evidence of molecular-level
insights into the design of amino acid-non-covalently-stabilized graphene-based
nanomaterials for potentially disrupting bacterial membranes.</dc:description>
          <dc:date>2026-09-29T00:00:00Z</dc:date>
          <dc:type>Text</dc:type>
          <dc:type>Journal contribution</dc:type>
          <dc:identifier>10.1021/acs.langmuir.6c04774.s001</dc:identifier>
          <dc:relation>https://figshare.com/articles/journal_contribution/Molecular_Insights_into_the_Bacterial_Membrane_Interactions_of_Proline-Stabilized_Graphene_Effects_of_Proline_Oligomerization/34028586</dc:relation>
          <dc:rights>CC BY-NC 4.0</dc:rights>
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