Evidence map›Paper›PMID 41596457›Full record

ArticleInternational journal of molecular sciences2026

Molecular Investigation of Product Nkabinde in HIV Therapy: A Network Pharmacology and Molecular Docking Approach.

Samuel Chima Ugbaja, Mlungisi Ngcobo, Siphathimandla Authority Nkabinde, Magugu Nkabinde, Nceba Gqaleni

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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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

4 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Traditional Medicine Extracts ofInternational journal of molecular sciences · 2026
    Article
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

5 authors.

Samuel Chima UgbajaTraditional Medicine, School of Medicine, University of KwaZulu Natal, Durban 4000, South Africa.
Mlungisi NgcoboTraditional Medicine, School of Medicine, University of KwaZulu Natal, Durban 4000, South Africa.ORCID 0000-0001-8942-1642
Siphathimandla Authority NkabindeTraditional Medicine, School of Medicine, University of KwaZulu Natal, Durban 4000, South Africa.
Magugu NkabindeTraditional Medicine, School of Medicine, University of KwaZulu Natal, Durban 4000, South Africa.
Nceba GqaleniTraditional Medicine, School of Medicine, University of KwaZulu Natal, Durban 4000, South Africa.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

HIV/AIDS continues to pose a significant global public health concern, with Sub-Saharan Africa having the highest number of people living with HIV (PLHIV). Traditional medicines have been increasingly essential in treating and managing PLHIV. Product Nkabinde (PN), a polyherbal formulation derived from traditional medicinal plants, has recently demonstrated significant potential in the treatment of HIV. This study aims to elucidate the molecular mechanisms underlying the therapeutic effects of phytochemicals identified from PN in HIV treatment, utilizing network pharmacology and molecular docking. The intersecting (common) genes of the 27 phytochemicals of PN and HIV were computed on a Venn diagram, while the protein-protein interaction (PPI) network of the intersecting genes was plotted using STRING. The hub (10) genes were computed and analyzed for Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment pathways using ShinyGO. Molecular docking and protein-ligand interaction analysis of the 27 phytochemicals with each of the 10 hub genes were performed using the Maestro Schrodinger suite. The KEGG analysis reveals an important network with lower False Discovery Rate (FDR) values and higher fold enrichment. The pathway enrichments reveal that the 10 hub genes regulated by PN focus on immune regulation, metabolic modulation, viral comorbidity, carcinogenesis, and inflammation. GO analysis further reveals that PN plays key roles in transcription regulation, such as miRNA, responses to hormones and endogenous stimuli, oxidative stress regulation, and apoptotic signalling, kinase binding, protein kinase binding, transcription factor binding, and ubiquitin ligase binding enriched pathways. Consequently, molecular docking unveils complexes with higher binding energies, such as rutin-HSP90AA1 (-10.578), catechin-JUN (-9.512), quercetin-3-O-arabinoside-AKT1 (-9.874), rutin-EGFR (-8.127), aloin-ESR1 (-8.585), and quercetin-3-0-β-D-(6'-galloyl)-glucopyranoside-BCL2 (-7.021 kcal/mol). Overall, the results reveal pathways associated with HIV pathology and possible anti-HIV mechanisms of PN. Therefore, further in silico, in vitro, and in vivo validations are required to substantiate these findings.

Indexed as

Anti-HIV AgentsHIV InfectionsMolecular Docking SimulationPhytochemicalsGene OntologyHumansNetwork PharmacologyProtein Interaction MapsAnti-HIV AgentsPhytochemicalsHIVmolecular dockingnetwork pharmacologypolyherbal formulationProduct Nkabindetraditional medicine

Identifiers

PMID41596457
PMCPMC12841023

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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.