Evidence map›Paper›PMID 38985223›Full record

ArticleJournal of molecular modeling2024

In silico-guided discovery and in vitro validation of novel sugar-tethered lysinated carbon nanotubes for targeted drug delivery of doxorubicin.

Chanchal Kiran Thakur, Fábio G Martins, Chandrabose Karthikeyan, Subhasmita Bhal, Chanakya Nath Kundu, N S Hari Narayana Moorthy, Sérgio F Sousa

Abstract read
In one paragraph

Article in Journal of molecular modeling, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

  1. Bridging solubility, stability, and translation: advances in carbon nanotube-based drug delivery systems.Daru : journal of Faculty of Pharmacy, Tehran University of Medical Sciences · 2026
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Chanchal Kiran Thakur *Cancept Therapeutics Laboratory, Department of Pharmacy, Indira Gandhi National Tribal University, Lalpur, Amarkantak, Anuppur, Madhya Pradesh, 484887, India.ORCID http://orcid.org/0000-0001-9109-6498
Fábio G Martins *LAQV/REQUIMTE, BioSIM-Departamento de Biomedicina, Faculdade de Medicina, Universidade Do Porto, 4200-319, Porto, Portugal.ORCID http://orcid.org/0000-0001-6257-8885
Chandrabose KarthikeyanCancept Therapeutics Laboratory, Department of Pharmacy, Indira Gandhi National Tribal University, Lalpur, Amarkantak, Anuppur, Madhya Pradesh, 484887, India.ORCID http://orcid.org/0000-0002-9074-9554
Subhasmita BhalCancer Biology Division, School of Biotechnology, KIIT Deemed to Be University, Campus-11, Patia,, Bhubaneswar, Odisha, 751024, India.ORCID http://orcid.org/0000-0002-4394-0399
Chanakya Nath KunduCancer Biology Division, School of Biotechnology, KIIT Deemed to Be University, Campus-11, Patia,, Bhubaneswar, Odisha, 751024, India.ORCID http://orcid.org/0000-0003-0297-1030
N S Hari Narayana MoorthyCancept Therapeutics Laboratory, Department of Pharmacy, Indira Gandhi National Tribal University, Lalpur, Amarkantak, Anuppur, Madhya Pradesh, 484887, India. hari.nmoorthy@gmail.com.ORCID http://orcid.org/0000-0003-2300-4074
Sérgio F SousaLAQV/REQUIMTE, BioSIM-Departamento de Biomedicina, Faculdade de Medicina, Universidade Do Porto, 4200-319, Porto, Portugal. sergiofsousa@med.up.pt.ORCID http://orcid.org/0000-0002-6560-5284

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

contextMultiwalled carbon nanotubes (MWCNTs) functionalized with lysine via 1,3-dipolar cycloaddition and conjugated to galactose or mannose are potential nanocarriers that can effectively bind to the lectin receptor in MDA-MB-231 or MCF-7 breast cancer cells. In this work, a method based on molecular dynamics (MD) simulation was used to predict the interaction of these functionalized MWCNTs with doxorubicin and obtain structural evidence that allows a better understanding of the drug loading and release process. The MD simulations showed that while doxorubicin only interacted with pristine MWCNTs through π-π stacking interactions, functionalized MWCNTs were also able to establish hydrogen bonds, suggesting that the functionalized groups improve doxorubicin loading. Moreover, the elevated adsorption levels observed for functionalized nanotubes further support this enhancement in loading efficiency. MD simulations also shed light on the intratumoral pH-specific release of doxorubicin from functionalized MWCNTs, which is induced by protonation of the daunosamine moiety. The simulations show that this change in protonation leads to a lower absorption of doxorubicin to the MWCNTs. The MD studies were then experimentally validated, where functionalized MWCNTs showed improved dispersion in aqueous medium compared to pristine MWCNTs and, in agreement with the computational predictions, increased drug loading capacity. Doxorubicin-loaded functionalized MWCNTs demonstrated specific release of doxorubicin in tumor microenvironment (pH = 5.0) with negligible release in the physiological pH (pH = 7.4). Furthermore, doxorubicin-free MWNCT nanoformulations exhibited insignificant cytotoxicity. The experimental studies yielded nearly identical results to the MD studies, underlining the usefulness of the method. Our functionalized MWCNTs represent promising non-toxic nanoplatforms with enhanced aqueous dispersibility and the potential for conjugation with ligands for targeted delivery of anti-cancer drugs to breast cancer cells.

methodsThe computational model of a pristine carbon nanotube was created with the buildCstruct 1.2 Python script. The lysinated functionalized groups were added with PyMOL and VMD. The carbon nanotubes and doxorubicin molecules were parameterized using the general AMBER force field, and RESP charges were determined using Gaussian 09. Molecular dynamics simulations were carried out with the AMBER 20 software package. Adsorption levels were calculated using the water-shell function of cpptraj. Cytotoxicity was evaluated via a MTT assay using MDA-MB-231 and MCF-7 breast cancer cells. Drug uptake of doxorubicin and doxorubicin-loaded MWCNTs was measured by fluorescence microscopy.

Indexed as

DoxorubicinMolecular Dynamics SimulationNanotubes, CarbonAntibiotics, AntineoplasticCell Line, TumorDrug CarriersDrug Delivery SystemsDrug LiberationHumansLysineMCF-7 CellsAntibiotics, AntineoplasticDoxorubicinDrug CarriersLysineNanotubes, CarbonAnti-cancer drugBreast cancerDrug deliveryMolecular dynamics simulationsMultiwalled carbon nanotubes

Identifiers

PMID38985223
PMCPMC11236919

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Registered trials

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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 OpenQuestion graph.