Antiviral peptides (AVPs) represent a promising class of therapeutic agents for combating viral infections. Unlike traditional antiviral drugs, AVPs offer a distinct mechanism of action, often targeting and disrupting viral membranes or interfering with viral replication. The emergence of artificial intelligence (AI) in drug discovery has further enhanced the potential of AVPs, enabling the rapid identification and optimization of peptide sequences with high antiviral efficacy. In this study, we evaluated the antiviral activity and biocompatibility of the RD10 peptide, selected using AI techniques. Its antiviral efficacy was assessed against viruses present in live vaccines, including the MMR vaccine (mumps, measles, and rubella) and the YF vaccine (yellow fever). These evaluations were performed using reverse transcription quantitative polymerase chain reaction (RT-qPCR) to determine RD10’s effectiveness in inhibiting viral replication, alongside cell viability assays to assess its protective effects on host cells.
Additionally, we investigated the intracellular localization of RD10 using magnetite nanobioconjugates functionalized with RD10 peptide and labeled with either Rhodamine B or fluorescein green. The subcellular distribution was analyzed in mitochondria, lysosomes, and nucleus. We also compared the antiviral effects of RD10 in its free form and when functionalized with magnetite nanoparticles (MNPs). In these conjugates, RD10 was functionalized either via its free N-terminal (MNP-RD10 (C-terminal free)) or its free C-terminal (MNP-RD10 (N-terminal free)). Our results demonstrated that both free and functionalized RD10 reduced viral replication and improved cell viability in infected cultures. However, RD10 conjugated to MNPs exhibited a stronger protective effect, particularly at higher viral loads (10 LD₅₀ and LD₅₀) in both MMR and YF infections. Notably, the functionalization strategy influenced antiviral efficacy: MNP-RD10 (C-terminal free) showed superior protective effects at 10 LD₅₀, whereas MNP-RD10 (N-terminal free) was slightly more effective at lower viral loads. These findings suggest that RD10 orientation on the nanoparticle surface plays a key role in its bioactivity, potentially affecting its interaction with viral components or cellular targets. To further explore its mechanism of action, we performed molecular docking simulations to predict RD10’s interactions with key viral proteins involved in host cell membrane binding. Specifically, we analyzed the hemagglutinin-neuraminidase (HN) protein of the mumps virus, the hemagglutinin (HA) protein of the measles virus, the glycoprotein E1 of the rubella virus, and the envelope protein (E) of the yellow fever virus. These simulations provided insights into potential binding sites and interaction affinities, supporting the experimental findings on RD10’s antiviral effects.
These results highlight the enhanced antiviral potential of RD10-functionalized magnetite conjugates and emphasize the importance of peptide orientation in optimizing antiviral efficacy. The integration of AI-driven peptide selection, in vitro evaluations, molecular docking simulations, and cell viability assessments underscores RD10’s potential as a novel antiviral agent. This research contributes to the development of innovative antiviral therapies.
