ArticleSmall science2025
Exploring 2D Graphene-Based Nanomaterials for Biomedical Applications: A Theoretical Modeling Perspective.
Article in Small science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
3 citing papers in PubMed.
- Adsorption of Zwitterionic and Capped Amino Acids to Graphene: A Molecular Dynamics Study.ACS omega · 2026Article
- Recent advances in electroactive biomaterials and electrical stimulation for skeletal muscle regeneration: materials, strategies, and mechanistic insights.Materials today. Bio · 2026Review
- The Biomodification and Biomimetic Synthesis of 2D Nanomaterial-Based Nanohybrids for Biosensor Applications: A Review.Biosensors · 2025Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Two-dimensional (2D) graphene-based nanomaterials (GNMs) have shown potential in biomedical applications, including diagnostics, therapeutics, and drug delivery, due to their unique combination of properties such as mechanical strength, excellent electrical and thermal conductivity as well as high adsorption capacity which, combined with the ease of their surface functionalization, enable biocompatibility and bioactivity. Theoretical molecular modeling can advance our understanding of the biomedical potential of 2D graphene-based nanomaterials by providing insights into the structure, dynamics, and interactions of these nanomaterials with biological systems, at the level of detail that experiments alone cannot currently access. This perspective highlights recent computational modeling advances and challenges in examining the interactions of 2D graphene-based nanomaterials with physiologically relevant biomolecular systems, including aqueous solutions, peptides, proteins, nucleic acids, lipid membranes, and pharmaceutical drug molecules. Examples of the theoretical contributions to design of graphene-based biomaterials and devices are also provided.
Indexed as
Identifiers
What Socratic holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.