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In vitro comparative evaluation of disinfectant-loaded nanoparticles against biofilm-forming Vibrio spp. isolated from gilthead seabream (Sparus aurata).

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In vitro comparative evaluation of disinfectant-loaded nanoparticles against biofilm-forming Vibrio spp. isolated from gilthead seabream (Sparus aurata) - PMC Skip to main content An official website of the United States government Here's how you know Here's how you know Official websites use .gov A .gov website belongs to an official government organization in the United States. Secure .gov websites use HTTPS A lock ( Lock Locked padlock icon ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites. Search Log in Dashboard Publications Account settings Log out Search… Search NCBI Primary site navigation Search Logged in as: Dashboard Publications Account settings Log in Search PMC Full-Text Archive Search in PMC Journal List User Guide PERMALINK Copy As a library, NLM provides access to scientific literature. 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Learn more: PMC Disclaimer | PMC Copyright Notice Sci Rep . 2026 Apr 15;16:12460. doi: 10.1038/s41598-026-45352-0 Search in PMC Search in PubMed View in NLM Catalog Add to search In vitro comparative evaluation of disinfectant-loaded nanoparticles against biofilm-forming Vibrio spp. isolated from gilthead seabream ( Sparus aurata ) Esraa Tawfeek Ismail Esraa Tawfeek Ismail 1 Department of Aquatic Animal Medicine, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt Find articles by Esraa Tawfeek Ismail 1 , Mai A M El-Son Mai A M El-Son 1 Department of Aquatic Animal Medicine, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt Find articles by Mai A M El-Son 1 , Wafaa Ragab Wafaa Ragab 3 Department of Bacteriology, Immunology and Mycology, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt Find articles by Wafaa Ragab 3 , Hazem Ramadan Hazem Ramadan 4 Department of Hygiene and Zoonoses, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt Find articles by Hazem Ramadan 4 , Fatma A El-Gohary Fatma A El-Gohary 4 Department of Hygiene and Zoonoses, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt Find articles by Fatma A El-Gohary 4 , Eman Zahran Eman Zahran 1 Department of Aquatic Animal Medicine, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt 2 Horus Research Center, Horus University – Egypt (HUE), New Damietta, 34518 Egypt Find articles by Eman Zahran 1, 2, ✉ Author information Article notes Copyright and License information 1 Department of Aquatic Animal Medicine, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt 2 Horus Research Center, Horus University – Egypt (HUE), New Damietta, 34518 Egypt 3 Department of Bacteriology, Immunology and Mycology, Faculty of Veterinary Medicine, Mansoura University, Mansoura, Egypt 4 Department of Hygiene and Zoonoses, Faculty of Veterinary Medicine, Mansoura University, Mansoura, 35516 Egypt ✉ Corresponding author. Received 2026 Feb 5; Accepted 2026 Mar 18; Collection date 2026. © The Author(s) 2026 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ . PMC Copyright notice PMCID: PMC13084003  PMID: 41986514 Abstract This study evaluated the in vitro efficacy of antimicrobial and antibiofilm of three disinfectant-loaded nanoparticles (AgNPs-H₂O₂, CuNPs-Virkon S, and CuNPs-TH 4 ) against Vibrio alginolyticus and Vibrio fluvialis, isolated from naturally infected gilthead seabream in Egypt. Qualitative Congo red assay showed that V. fluvialis isolates were strong biofilm producers, whereas V. alginolyticus showed limited phenotypic variation. Quantitative assay results, analyzed with a Mann–Whitney U test, showed no statistically significant difference in overall biofilm biomass between V. alginolyticus and V. fluvialis isolates (U = 157.0, p = 0.175). Seasonal variation affected biofilm formation, peaking in summer. CuNPs-TH4 exhibited the highest antibiofilm effect, significantly reducing the biomass ( p < 0.01). The Minimum Inhibitory Concentration (MIC) was significantly different between disinfectants ( p < 0.001), with CuNPs-TH 4 having the highest MIC values, followed by AgNPs-H₂O₂ and CuNPs-Virkon S. Minimum bactericidal concentration (MBC) values showed that AgNPs-H₂O₂ had the most consistent bactericidal activity in 85.4% of isolates tested (defined by MBC/MIC ≤ 4). A significant association was observed between MIC values and Vibrio species (p = 0.002). Molecular detection of antimicrobial resistance (AMR) genes revealed a high prevalence of sul , cat , and mphA , with V. alginolyticus exhibiting a broader resistance profile than V. fluvialis . These findings highlight the in vitro potential of nanotechnology-enhanced disinfectants, within the limitations of nanoparticle-only testing, as exploratory alternatives for controlling biofilm-associated Vibrio infections in aquaculture. Supplementary Information The online version contains supplementary material available at 10.1038/s41598-026-45352-0. Keywords: Bacterial pathogens, Antibiofilm, MIC, MBC, Fish Subject terms: Biotechnology, Microbiology Introduction Aquaculture has become one of the most effective solutions to address global food scarcity, contributing significantly to economic growth and employment, particularly in Egypt 1 , 2 . However, the sustainability of aquaculture production is increasingly threatened by disease outbreaks caused by microbial pathogens threaten the sustainability of aquaculture production 3 . Vibriosis is a major bacterial disease that affects marine aquaculture worldwide, leading to high mortality rates and substantial economic loss 4 . Vibrio spp. are naturally distributed in the coastal and estuarine environments. Biofilm-forming Vibrio strains are of particular concern because biofilm formation significantly reduces the efficacy of antimicrobial agents and promotes the emergence of antibiotic resistance 5 . A biofilm is a structured community of bacterial cells encased in a self-produced extracellular polysaccharide (EPS) matrix that protects bacteria from environmental stress and antimicrobial penetration 6 . Therefore, the development of novel antimicrobial strategies capable of eradicating biofilms has become a major priority for aquatic disease control. Among Vibrio species, V. alginolyticus is one of the most prevalent marine pathogens, infecting several cultured fish species, including mullet (Mugilidae spp.), European seabass (Dicentrarchus labrax), gilthead seabream (Sparus aurata) 7 , large yellow croaker (Larimichthys crocea) 8 , and Nile tilapia (Oreochromis niloticus) 9 . V. fluvialis is an emerging human pathogen associated with foodborne infections and has been isolated from marine organisms such as mussels and oysters 10 , 11 . It has also been recovered from cultured fish, including thin-lip gray mullet ( Liza ramada ), gilthead seabream, and European seabass 12 , 13 . The excessive use of antibiotics in aquaculture to control Vibrio infections has led to the emergence of multidrug-resistant strains and environmental contamination. The misuse of antimicrobials not only disrupts aquatic microbial communities but also poses serious zoonotic threats 14 , 15 . In Vibrio species, antimicrobial resistance is commonly mediated by transferable gene-encoding mechanisms, such as enzymatic inactivation, efflux pumps, and target-site modifications 16 . Chemical disinfectants are an important category in the biosecurity program, including hatcheries, larval rearing units, grow-out ponds, and net-cages 17 . Hydrogen peroxide is one of the widely used egg disinfectants and water treatment owing to its powerful oxidizing capacity and ecofriendly degradable byproduct 18 .Virkon S, a peroxygen-based disinfectant with broad-spectrum activity, and TH4, a quaternary ammonium compounds, are mostly used for equipment and facility sanitization 19 . Regardless of their widespread use, their efficacy against biofilm-forming Vibrio species is still variable, especially in resistant strains 20 . Therefore, integrating these disinfectants with nanoparticle-based delivery systems may improve their antibiofilm activity and effectiveness under laboratory conditions. Various antimicrobial resistance genes (ARGs) have been frequently detected in Vibrio spp. in aquaculture and seafood environments, including resistance to sulfonamides ( sul1, sul2 ) 21 , 22 , aminoglycosides ( armA , aac(3)-IIa , and strA-strB ) 23 , phenicols ( cat and floR) 24 , and tetracyclines (tet) 25 . Macrolide resistance mediated by ( mphA ) has been described in clinical V. fluvialis isolates, demonstrating its potential for horizontal spread 26 . Such studies emphasize that V. alginolyticus and V. fluvialis are opportunistic pathogenic species with a high prevalence of antimicrobial resistance, underscoring the importance of monitoring these pathogens in marine aquaculture and the environment. Furthermore, the use of alternative antimicrobial agents that target antibiotic resistance by preventing biofilm formation has yielded promising results 27 . Recently, nanotechnology has emerged as a rapidly developing interdisciplinary field that offers innovative approaches for synthesizing nanoparticles with potent antimicrobial and antibiofilm activities. Owing to their unique physicochemical properties, enhanced cell membrane permeability, and multitarget modes of action, nanoparticles have shown enhanced activity in some contexts than conventional antibiotics against drug-resistant pathogens 28 – 30 . The antimicrobial efficacy of several metallic nanoparticles, including silver, copper, zinc, and titanium, has been widely reported 31 . V. alginolyticus, and other Vibrio spp ., such as V. parahaemolyticus, V. harveyi, V. vulnificus, and V. cholerae, were found to be susceptible to the effects of nanomaterials, including silver, copper, zinc oxide, titanium dioxide, and silver-doped zeolites 32 – 36 . Among metallic nanoparticles, copper nanoparticles (CuNPs) are widely recognized for their antimicrobial ability against a variety of pathogens and as potential antibiofilm agents 37 – 39 , Silver nanoparticles (AgNPs) are broad-spectrum agents effective against both Gram-negative and Gram-positive bacteria, fungi, and viruses 40 – 43 . Vibriosis, primarily caused by V. alginolyticus and V. fluvialis , continues to threaten gilthead sea bream ( Sparus aurata ) aquaculture, resulting in considerable economic losses. Our previous research revealed the seasonal prevalence, genetic diversity, and antimicrobial resistance profiles of these pathogens in coastal farms in Damietta, Egypt, where multidrug resistance indices (MAR) ranged from 0.3 to 0.7 44 . Given the escalating issue of antibiotic resistance, alternative strategies, such as nanotechnology-based disinfectants, are urgently needed to control diseases in aquaculture. This study builds upon our previous synthesis work 45 ; therefore, the innovative aspect of the present work lies in its application to Vibrio isolates from marine fish with specific biofilm phenotypes, thereby providing host-specific data essential for future field validation, rather than in nanomaterial development. The present study aimed to evaluate the in vitro efficacy of selected disinfectant-loaded hydrogen peroxide-loaded silver nanoparticles (AgNPs-H₂O₂), Virkon S-loaded copper nanoparticles (CuNPs-Virkon S), and TH4-loaded copper nanoparticles (CuNPs-TH4) against multidrug-resistant, biofilm-producing Vibrio spp. isolated from seabream fish, providing insight into potential solutions for managing vibriosis in aquaculture systems. Unlike previous studies focusing on the antimicrobial activity of free disinfectants or nanoparticles alone, the present study introduces a disinfectant-loaded nanoparticle system designed to enhance antibiofilm efficacy against fish pathogenic bacteria. The novelty of this approach lies in improving disinfectant stability and localized activity within biofilm matrices, thereby reducing the effective concentration required for biofilm inhibition. Materials and methods Bacterial isolates A total of 205 V . alginolyticus and 62 V . fluvialis isolates were previously recovered from 115 gilthead seabream from coastal farms in Damietta, Egypt, on a seasonal basis over a 10-month period (September 2022 to July 2023) as described in our earlier stud 44 . Briefly, bacterial isolation was performed on TCBS agar, followed by biochemical identification using the DL D2mini Microbial ID and AST system. V. alginolyticus isolates were molecularly characterized, but V. fluvialis identification was based only on consistent biochemical profiles using DL D2mini Microbial ID and AST system ( ZHUHAI DL BIOTECH Co., Ltd), according to the manufacturer’s instructions. Additionally, clustering patterns were used to ensure representative diversity, where 53 V . alginolyticus and V. fluvialis selected isolates were genotyped by ERIC-PCR, as described in our earlier study 44 . For the present study, a representative subset of isolates was selected purposively, not randomly, to ensure representation based on (i) ERIC-PCR clustering patterns for both isolates (Supplementary Figure S1), (ii) consistent biochemical profiles (Supplementary Table S1 ), (iii) antimicrobial resistance patterns, and (iv) biofilm-forming phenotype. This strategy was adopted to ensure diversity while maintaining feasibility for labor-intensive in vitro assays, including MIC, MBC, time–kill kinetics, and molecular detection of antimicrobial resistance genes, providing a robust preliminary assessment for future large-scale studies. Assessment of biofilm formation for isolated Vibrio spp. In this section, A Congo red agar (CRA) assay was used solely as a qualitative phenotypic screening tool for biofilm production. In contrast, quantitative biofilm classification, statistical analysis, and intergroup comparisons were based solely on the microtiter plate assay (MTPA). Discrepancies between CRA pigmentation patterns and MTPA-derived biofilm strength were therefore anticipated, as the two methods differ substantially in sensitivity, specificity, and underlying detection principles. The biofilm-forming ability of 33 Vibrio isolates (11 V . alginolyticus and 22 V . fluvialis ) was evaluated qualitatively using the Congo red agar (CRA) method, with brief modifications. The CRA was prepared with 37 g/L brain heart infusion broth (BHI, Biokar Diagnostics), 50 g/L sucrose, 10 g/L agar, and 0.8 g/L Congo red (MP Biomedicals, LCC, France), as described by Milanov, et al. 46 , to phenotype biofilm-producing isolates. Vibrio strains were initially cultured overnight in BHI at 28 °C. Subsequently, the bacterial cultures were streaked onto CRA plates in a zigzag pattern and incubated at 28 °C for 24 h. Following incubation, the plates were visually inspected for black pigment formation, a sign of biofilm production. Method validity was confirmed using reference strains ( Staphylococcus aureus ATCC 35,984, positive; S. epidermidis ATCC 12,228, negative). The biofilm-forming ability of these isolates was assessed using a microtiter plate assay (MTPA) in 96-well plates, following a previously described protocol O’Toole 47 with minor modifications. Briefly, tested isolates were grown overnight, adjusted to the desired cell density, and inoculated into three independent wells (triplicate manner) of sterile 96-well microtiter plates. A positive control (defined biofilm-forming strain) and a negative control (sterile broth without bacterial isolates) were inoculated in each plate. After incubation, planktonic cells were discarded, and wells were washed three times with sterile phosphate-buffered saline (PBS). Adherent biofilms were fixed and stained with 0.1% (w/v) crystal violet solution for 15 min. Excess stain was removed, and wells were rinsed thoroughly with distilled water. The bound crystal violet was solubilized using 95% ethanol, and absorbance was measured using a microplate reader. Biofilms were then quantified by measuring the optical density (OD) at 620 nm, which corresponds to the available microplate reader filter setting used in this study. Previous studies have demonstrated that crystal violet–based biofilm quantification can be reliably performed over a wavelength range of 550–620 nm, depending on instrument configuration, without affecting relative biofilm classification 48 , 49 . Biofilm formation capacity was interpreted according to the criteria described by Stepanović, et al. 49 , where OD > 4 × ODc indicates strong biofilm formation, 2 × ODc < OD ≤ 4 × ODc indicates moderate biofilm formation, ODc < OD ≤ 2 × ODc indicates weak biofilm formation, and OD < ODc denotes non-biofilm producers. The cut-off OD (ODc) was defined as the mean absorbance of the negative control (medium without cells). Preparation and characterization of disinfectant nanocomposites Three disinfectant nanocomposites (hydrogen peroxide-loaded silver nanoparticles (AgNPs-H 2 O 2 ), Virkon S-loaded copper nanoparticles (CuNPs-Virkon S), and TH 4 -loaded copper nanoparticles (CuNPs-TH 4 ) were assessed for their efficacy against biofilm-forming Vibrio isolates. The disinfectant-loaded nanoparticles used in this study were synthesized and characterized as previously described by Elsayed, et al. 45 (Supplementary Figures S2 - 4 ). In brief, silver and copper nanoparticles (AgNPs and CuNPs) were synthesized using AgNO 3 and CuSO 4 , respectively, with a focus on employing benign natural polyphenols as co-stabilizers instead of harmful artificial stabilizers. The morphology and size of the synthesized nanocomposites were characterized using TEM and zeta potential analysis. These nanoparticles were then incorporated into five commercial disinfectants (DC&R®, VirkonS®, TH4 +  + , Tek-Trol, and peracetic acid) commonly used in fish farms. No modifications were made to the original nanoparticle formulation. Determinations of minimum inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) Due to the labor-intensive nature of Minimum Inhibitory Concentration (MIC) and Minimum Bactericidal Concentration (MBC), and time-kill assays, a reduced number of representative isolates (n = 10) was selected to reflect species diversity, biofilm phenotype, and resistance profiles and determined following the guidelines outlined by the Clinical and Laboratory Standards Institute (CLSI) 50 . The MIC was assessed using the broth microdilution method following standard protocols. Briefly, bacterial colonies were adjusted to an optical density (OD 625 ) between 0.08 and 0.12, corresponding to approximately 10 ^6 colony-forming units (CFU) per milliliter, using Tryptic Soy Broth (TSB). Tryptic soy broth (TSB, Oxoid- UK) can be used for antimicrobial and MIC assays for different bacterial pathogens, including Vibrio species, as documented in previous studies. Moreover, we used TSB for Vibrio species owing to its richness in nutrients and ability to foster the bacterial broth during susceptibility testing 51 . Disinfectant mixtures were prepared at various concentrations using two-fold serial dilutions in 96-well microtiter plates. Each well was seeded with 50 µL of TSB and 50 µL of bacterial suspension. Subsequently, 100 µL of the prepared disinfectant solution was added to the first well, and subsequent dilutions were transferred to consecutive wells, resulting in a range of concentrations (50, 25, 12.5, 6.25, 3.125, 1.563, 0.781, 0.39, 0.195, and 0.098 µg/ml). The plates were then incubated at 28 °C for 24 h. The MIC was determined as the lowest concentration of disinfectant-loaded nanoparticles at which no visible bacterial growth occurred. Control wells without bacterial growth (Well 1) and with bacterial growth (Well 12) were used for comparison, for data verification, the MIC of each isolate was determined in triplicate. The MIC and MBC were determined using the broth microdilution method following the guidelines of the Clinical and Laboratory Standards Institute (CLSI) 50 . Following MIC determination, the MBC was determined by subculturing 50 µL from each well that exhibited no visible turbidity on Tryptic Soy Agar (TSB, Oxoid, UK) plates. The plates were then incubated at 28 °C for 24 h and the presence or absence of bacterial growth was assessed. MBC was defined as the lowest concentration of disinfectant-loaded nanoparticles that completely inhibited bacterial growth on TSA plates. The MBC/MIC ratio, measured for the tested NPs products to assess their activity mode, revealed bactericidal action at scores of 1, 2, and 4, and bacteriostatic action at scores > 4 52 . Time killing assay (time- killing curve) The dynamic bactericidal activity of the nanoparticle formulations was evaluated using a time–kill assay as previously described by El-Gohary, et al. 53 , with minor modifications. A total of 10 multidrug-resistant biofilm-producing Vibrio isolates (five V. alginolyticus and five V. fluvialis ) were tested against three products: H₂O₂-loaded AgNPs, TH4-loaded CuNPs, and Virkon S-loaded CuNPs. For each isolate and product, the assay was performed at concentrations equivalent to 0.25 × MIC, 0.5 × MIC, and 1 × MIC, along with two controls: a growth control (untreated culture) and a negative control (medium without bacterial inoculation). Briefly, following MIC determination, bacterial suspensions were prepared in TSB at a final concentration of ~ 5 × 10^ 5 CFU/mL, Aliquots of 1 mL of cultures were taken at time intervals of (0, 15, 30, 60, and 120 min) 54 . At each interval, viable bacterial counts were determined by plating on TSA (TSA, Oxoid, UK) using the spread plate method, and the colony-forming units (CFU/mL) were enumerated. Viable bacterial counts were converted to log₁₀ CFU/mL prior to plotting. When no colonies were detected, values were considered below the detection limit and treated accordingly for graphical representation. The results were plotted to compare the bactericidal kinetics of each nanoparticle formulation against the positive and negative controls 55 . Molecular detection of antibiotic resistance genes (ARGs) in isolated vibrio species Polymerase chain reaction (PCR) analysis was performed to screen for different antimicrobial resistance genes in Vibrio isolates (N = 10), using targeted specific primer pairs. Genomic DNA was extracted from overnight bacterial cultures using the boiling lysis method according to Ahmed and Dablool 56 . PCR amplification was performed using a Bio-Rad T100™ Thermal Cycler ((Bio-Rad Laboratories, Hercules, CA, USA). Each 25 µL PCR reaction consisted of 12.5 µL of 2X PCR Master Mix, 1 µL of each forward and reverse primer (10 µM), 2 µL of genomic DNA template, and 8.5 µL of nuclease-free water. The optimized cycling conditions were as follows: initial denaturation at 95 °C for 5 min, 35 cycles of (95°) C for 1 min, annealing temperatures as specified for each primer for 1 min (Table 1 ), and extension at 72 °C for 1 min. The final extension step was performed at 72 °C for 7 min. Five microliters of PCR products were electrophoresed on a 1.5% agarose gel in 1 × TAE buffer at 100 V for 45 min, then visualized under UV light using a UV transilluminator (Spectroline, USA) and sized against a 100 bp DNA ladder. The selected target genes were as follows: sulfonamide resistance genes (sul1), tetracycline resistance genes (tetA), florfenicol resistance genes (floR), TEM-type β-lactamase (blaTEM), chloramphenicol acetyltransferase gene (cat), OXA-type β-lactamase (blaOXA), macrolide phosphotransferase gene (mphA), and CTX-M β-lactamase (blaCTX-M). The detection of multiple antimicrobial resistance genes in several isolates indicates a potential multidrug resistance phenotype. Multidrug resistance (MDR) is defined as resistance to at least one antimicrobial agent in three or more antimicrobial classes 57 . Mapping of detected resistance genes to corresponding antibiotic classes is presented in Table 2 . Table 1. The primer sets used for AMR genes detection. Gene Forward Reverse References sul1 TCACCGAGGACTCCTTCTTC CAGTCCGCCTCAGCAATATC Chen et al., 2004 100 tetA GCGCCTTTCCTTTGGGTTCT CCACCCGTTCCACGTTGTTA Chen et al., 2004 100 floR CTGAGGGTGTCGTCATCTAC GCTCCGACAATGCTGACTAT Chen et al., 2004 100 blaTEM ATAAAATTCTTGAAGACGAAA GACAGTTACCAATGCTTAATC Ahmed et al., 2006 101 cat1 CTTGTCGCCTTGCGTATAAT ATCCCAATGGCATCGTAAAG Chen et al., 2004 100 blaOXA TATCTACAGCAGCGCCAGTG CGCATCAAATGCCATAAGTG Ouellette et al., 1987 102 mphA GTGAGGAGGAGCTTCGCGAG TGCCGCAGGACTCGGAGGTC Phuc Nguyen et al., 2009 103 blaCTX CGCTTTGCGATGTGCAG ACCGCGATATCGTTGGT Ahmed et al., 2006 101 Open in a new tab Table 2. Mapping of detected resistance genes to corresponding antibiotic classes. Gene Antibiotic class Corresponding antibiotic in AST Sul sulfonamides Sulfamethoxazole Tet tetracycline Tetracycline FloR phenicol Florfenicol Cat phenicol Chloramphenicol TEM / OXA / CTX β-lactam Amoxicillin mphA macrolide Erythromycin Open in a new tab Statistical analysis Relationships between categorical variables were analyzed using cross-tabulation and chi-square tests in SPSS 23, with significance at p < 0.05. Descriptive statistics, including frequencies and percentages, summarized data. Given the small sample size and sparse tables, categorical associations were explored descriptively using chi-square tests, with results interpreted cautiously. A p-value < 0.05 was considered statistically significant. The prevalence of bacterial isolates (including biofilm producers) was calculated as follows: Prevalence (%) = (number of selected isolates/total bacterial isolates) × 100. Seasonal variations in prevalence were assessed using the chi-square test, with P < 0.05 indicating significance. Result Detection of biofilm-forming strains using modified Congo red agar media (CRAM) CRA pigmentation patterns were interpreted as qualitative indicators of biofilm phenotype and were not used to define quantitative biofilm strength, which was assessed based on MTPA. The modified Congo Red Agar (CRA) medium distinguishes biofilm producers from non-producers based on the colony appearance. As illustrated in Fig. 1 , colonies exhibiting dark to light black pigmentation were indicative of strong biofilm formation, whereas bright red colonies denoted non-biofilm-producing strains. Strains were categorized as non-biofilm, weak, medium, and strong biofilm producers. Most isolates of V. alginolyticus were strong biofilm producers (5/11), followed by weak producers (4/11), while only one isolate each was classified as a non-producer (1/11) or a moderate producer (1/11). In contrast, V. fluvialis showed higher numbers across all categories, with the greatest frequency observed in the moderate and strong biofilm classes (6 isolates each), followed by weak producers (5 isolates) and non-producers (5 isolates), indicating that strong biofilm producers were observed mainly among V. fluvialis isolates, whereas V. alginolyticus showed limited phenotypic variation ( Fig. 2 ) . Fig. 1. Open in a new tab Biofilm formation ability of V. alginolyticus and V. fluvialis on Congo agar media. Fig. 2. Open in a new tab Biofilm phenotypes distribution of Vibrio spp. strains isolated from infected seabream. Biofilm formation ability of Vibrio isolates in microtiter plates Because the Congo red agar (CRA) assay provides only a qualitative assessment of biofilm phenotype, these results were considered preliminary indicators and were not used alone to rank biofilm strength; quantitative classification was based exclusively on microtiter plate assay results. Biofilm biomass was quantified using the microtiter plate assay and interpreted according to the Stepanović, et al. 49 classification scheme. Based on OD₆₂₀ cut-off values (ODc = 0.145), the majority of isolates from both species were classified as weak biofilm producers, whereas only a limited number exceeded the 2 × ODc and 4 × ODc thresholds and were categorized as moderate or strong biofilm producers. Distribution-based comparison using a Mann–Whitney U test revealed no statistically significant difference in overall biofilm biomass between V. alginolyticus (0.264 ± 0.236) and V. fluvialis (0.141 ± 0.073) isolates (U = 157.0, p = 0.175). A small number of isolates displayed markedly elevated OD₆₂₀ values and appeared as outliers in the distribution plots, reflecting strong biofilm-forming phenotypes (Fig. 3 ). Fig. 3. Open in a new tab Box-and-whisker plot showing the distribution of mean OD₆₂₀ values per isolate for Vibrio alginolyticus (n = 11) and Vibrio fluvialis (n = 22). Horizontal dashed lines represent the biofilm classification thresholds defined by Stepanović et al. (2007): ODc (0.145), 2 × ODc, and 4 × ODc. Boxes represent the interquartile range, horizontal lines indicate the median, whiskers show minimum–maximum values, and open circles indicate outlier isolates exhibiting elevated biofilm biomass. Seasonal prevalence of biofilm-forming Vibrio strains isolated from naturally diseased seabream For V. alginolyticus , biofilm-positive isolates were most commonly detected during summer (22/71, 30.9%), followed by winter (9/51, 17.6%) and autumn (4/33, 12.1%), whereas no biofilm-forming isolates were detected during spring. In contrast, V. fluvialis displayed the highest proportion of biofilm-positive isolates during summer (9/13, 69.2%), with progressively lower proportions in autumn (10/21, 47.6%), winter (9/26, 34.6%), and spring (5/27, 18.5%). Overall, seasonal differences in the frequency of biofilm-positive isolates were statistically significant (χ 2 test, p = 0.0075). Some seasonal categories contained a limited number of isolates; therefore, results should be interpreted carefully and are presented primarily to indicate temporal trends rather than definitive population-level associations. Detailed prevalence data for the total and biofilm-forming isolates across the different seasons are presented in Table 3 . Table 3. The seasonal biofilm formation rate of Vibrio spp. Season V. alginolyticus V. fluvialis Prevalence % (n/N)* Biofilm forming rate % (n/N) Prevalence % (n/N) Biofilm forming rate % (n/N) Autumn 39.75% (33/83) 4/33 (12.1%) 25.30% (21/83) 10/21 (47.6%) Winter 49.51% (51/103) 9/51 (17.6%) 25.24% (26/103) 9/26 (34.6%) Spring 40.65% (50/123) 0 21.95% (27/123) 5/27 (18.5%) Summer 57.72% (71/123) 22/71 (30.9%) 10.56% (13/123) 9/13 (69.2%) Open in a new tab * n = number of isolates in the specified category; N = total number of isolates recovered in the corresponding season. Biofilm positivity was determined based on microtiter plate assay results and reflects the presence or absence of biofilm formation rather than quantitative biomass intensity. ** Seasonal variation in the proportion of biofilm-forming isolates was statistically significant (χ 2 test, p = 0.0075). MIC and MBC of the examined disinfectant-loaded nanoparticles against isolated Vibrio strains. Comparative antimicrobial activity profiles of nanomaterial–disinfectant composites against Vibrio isolates are presented in Table 4 . The MIC values of silver nanoparticles combined with hydrogen peroxide (AgNPs–H₂O₂) ranged from 6.25 to 25 µg/mL against the tested Vibrio isolates. Copper nanoparticles combined with Virkon S (CuNPs–Virkon S) showed lower MIC values, ranging from 1.563 to 12.5 µg/mL, indicating stronger inhibitory activity. In contrast, MIC values for copper nanoparticles combined with TH4 (CuNPs–TH4) ranged between 6.25 and 25 µg/mL. The MBC values for all nanomaterial–disinfectant formulations ranged from 12.5 to 50 µg/mL across the tested isolates. The bactericidal efficacy was further evaluated using the MBC/MIC ratio. Most isolates exhibited MBC/MIC ratios ≤ 4, indicating predominantly bactericidal activity, although higher ratios (≥ 8) were observed in a limited number of cases, particularly for AgNPs–H₂O₂ and CuNPs–Virkon S, suggesting reduced bactericidal efficiency in some strains. Crosstab analysis using Pearson’s chi-square test demonstrated distinct antimicrobial response patterns among the formulations. No significant associations were observed between bacterial type and disinfectant product (χ 2 = 0.048, p = 1.000), tested concentration (χ 2 = 0.000, p = 1.000), or MBC values (χ 2 = 8.928, p = 0.178). However, a statistically significant association was detected between bacterial type and MIC values (χ 2 = 20.569, p = 0.002), indicating strain-dependent variation in susceptibility. Significant differences in MIC distributions were observed among the nanomaterial–disinfectant composites (χ 2 = 18.852, df = 2, p < 0.001). CuNPs–TH4 exhibited the highest MIC values, with 80.6% of isolates falling within higher MIC categories, followed by AgNPs–H₂O₂ (75.9%), while CuNPs–Virkon S showed the lowest MIC values (64.0%), reflecting superior inhibitory efficacy. MBC values also differed significantly among formulations (χ 2 = 6.64, df = 2, p = 0.036). AgNPs–H₂O₂ demonstrated the strongest bactericidal activity, with 85.4% of isolates exhibiting lower MBC values, followed by CuNPs–TH4 (83.0%). CuNPs–Virkon S showed comparatively lower bactericidal efficacy (77.1%). These findings indicate significant formulation-dependent differences in both inhibitory and bactericidal activities against Vibrio isolates. Nevertheless, due to the limited number of tested isolates, these results should be interpreted as exploratory and warrant confirmation using larger datasets. Table 4. Comparative antimicrobial activity profiles of nanomaterial–disinfectant composites against Vibrio isolates. Parameter AgNPs–H₂O₂ CuNPs–Virkon S CuNPs–TH₄ Statistical significance MIC range (µg/mL) 6.25–25 1.563–12.5 6.25–25 Median MIC (µg/mL) 12.5 12.5 12.5 Isolates with high MIC (≥ 12.5 µg/mL) 80% (8/10) 60% (6/10) 90% (9/10) χ 2 = 18.85, p < 0.001* Low MIC (≤ 6.25 µg/mL) 20% (2/10) 40% (4/10) 10% (1/10) MBC range (µg/mL) 25–50 12.5–50 12.5–50 Bactericidal activity (MBC/MIC ≤ 4) 90% (9/10) 80% (8/10) 90% (9/10) χ 2 = 6.64, p = 0.036* Species-specific susceptibility (MIC) No significant association No significant association Significant variation among species χ 2 = 20.57, p = 0.002* Open in a new tab * Statistically significant at p < 0.05 (Pearson’s chi-square test). Bactericidal activity was defined as an MBC/MIC ratio ≤ 4. High MIC was defined as ≥ 12.5 µg/mL. Values represent percentages of 10 tested isolates per formulation. Time killing assay (time- killing curve) The time-dependent bactericidal activities of the three nanoparticle formulations (H₂O₂-loaded AgNPs, TH 4 -loaded CuNPs, and Virkon S-loaded CuNPs) were assessed against 10 multidrug-resistant biofilm-producing Vibrio isolates (five V. alginolyticus and five V. fluvialis ), as illustrated in Fig. 4 . Bacterial killing kinetics were monitored by quantifying viable counts, expressed as log₁₀ CFU/mL, at 0, 15, 30, 60, and 120 min. Time–kill analysis revealed clear time- and concentration-dependent bactericidal activity of the tested disinfectant-loaded nanoparticles. AgNPs–H₂O₂ exhibited the most rapid killing kinetics, achieving near-complete bacterial inhibition within 60 min at all tested concentrations. TH4–CuNPs showed a slower but concentration-dependent bactericidal effect, with complete inhibition observed at 1 × MIC by 60 min. In contrast, Virkon S–CuNPs demonstrated limited killing activity, with minimal reductions in bacterial viability over the experimental period. Fig. 4. Open in a new tab Time–kill kinetics of disinfectant-loaded nanoparticles against biofilm-producing Vibrio isolates. Viable counts are expressed as log₁₀ CFU/mL and plotted over time (0–120 min) at concentrations of 0.25 × , 0.5 × , and 1 × MIC. Curves represent mean values across tested isolates (n = 10). When no colonies were detected, values were considered below the detection limit and plotted accordingly. Molecular characterization of AMR genes in tested Vibrio isolates Polymerase chain reaction-based molecular characterization of ten Vibrio isolates revealed diverse antimicrobial resistance genes with interspecies variation (Table 5 ) (Supplementary Figure S5 – 7 ) . The sulfonamide resistance gene ( sul ) was the most prevalent, detected in 4/5 (80%) of V. alginolyticus, but only in 2/5 (40%) of V. fluvialis isolates. The cat gene, which is associated with chloramphenicol resistance, was similarly widespread and was present in all V. alginolyticus isolates 5/5 (100%) and 3/5 V . fluvialis isolates (60%). The macrolide resistance gene mphA appeared only in V. alginolyticus 2/5 (40%). None of the isolates tested positive for flor , tet , OXA , CTX , or TEM . Table 6 showed the phenotypic resistance patterns observed in the AST results from our earlier study compared with the presence of selected antibiotic resistance genes (ARGs). A clear difference was observed between the two species. V. alginolyticus exhibited a broader resistance gene repertoire, with most isolates harboring three AMR genes ( sul , cat , and mphA ), representing a multidrug-resistant (MDR) profile. In contrast, V. fluvialis isolates generally carried fewer genes, most commonly sul and cat. Additionally, some isolates resistant to β-lactams or macrolides also carried resistance determinants such as sul, cat, and mphA, suggesting a link between the detected resistance genes and the noted resistance. For example, isolates resistant to erythromycin (VA1 and VA4) were found to carry the mphA gene, which encodes a macrolide phosphotransferase and may contribute to macrolide resistance. In the same line, chloramphenicol resistance, multiple isolates harbor the cat gene, a determinant commonly associated with phenicol resistance. However, very few isolates didn’t exhibit targeted resistance genes screened in this study. Our data might suggest that other pathways or resistance mutations might be involved and were not included in our screening, indicating a partial consent between phenotypic resistance and genetic markers in the current study. Table 5. Antimicrobial resistance genes detected in tested Vibrio isolates. Vibrio isolates sul tet floR TEM cat OXA mphA CTX VA1 + - - - + - + - VA2 + - - - + - - - VA3 - - - - + - - - VA4 + - - - + - + - VA5 + - - - + - - - VF1 + - - - + - - - VF2 + - - - - - - - VF3 - - - - - - - - VF4 - - - - + - - - VF5 - - - - + - - - Open in a new tab V. alginolyticus (VA1:VA5), V. fluvialis (VF1:VF5). Positive ( + ) indicates presence of the AMR gene (positive PCR amplification); negative ( -) indicates absence of the AMR gene (no PCR amplification detected).” Table 6. Phenotypic and genotypic antimicrobial resistance profiles of Vibrio isolates. Vibrio isolates Antibiotics to which bacterial isolates showed resistance to MDR pattern MAR ARGs detected V. alginolyticus isolates S3 (VA1) AX, E No 0.3 sul, cat, mphA S4 (VA2) , S43 (VA5) AX, E, FFC, C Yes 0.7 sul, cat S10 (VA3) , AX, E, FFC, C Yes cat S17 (VA4) , AX, E, FFC, C Yes sul, cat, mphA V. fluvialis isolates S8 (VF1) , AX, E No 0.3 sul, cat S42 (VF2) AX, E No 0.3 sul S33 (VF4) , S47 (VF5) AX, E, C Yes 0.5 cat S32 (VF3) AX, E, FFC, C Yes 0.7 none Open in a new tab *S denotes the isolates’ number with their AST based on our previous study (Ismail et al. 2024). * V. alginolyticus (VA1:VA5), V. fluvialis (VF1:VF5), corresponding to the (S) isolates showing the AST. Discussion Aquaculture is vital to global food security but continues to face major challenges from infectious diseases caused by multidrug-resistant Vibrio species 58 , These pathogens are particularly problematic due to their dual threat: their ability to form biofilms and their frequent multidrug-resistant (MDR) phenotypes 5 . The current findings support previous evidence linking biofilm formation to increased antibiotic tolerance in Vibrio species. The biofilm matrix acts as a formidable physical and biochemical barrier, limiting the penetration of conventional antimicrobials. In the present study, qualitative CRA screening suggested broader phenotypic variability among V. fluvialis isolates, while quantitative MTPA provided the definitive biofilm classification. These data are consistent with those of previous studies, highlighting the elevated biofilm-associated virulence of V. fluvialis 59 , 60 . Such biofilm-mediated tolerance further complicates the treatment of Vibrio infections, demanding innovative nonantibiotic approaches. Seasonal variation was found to significantly influence the prevalence of biofilm-forming isolates, with the highest rates observed during the summer ( p = 0.0075). This seasonal effect is consistent with the literature, suggesting that elevated temperatures promote the expression of biofilm-associated genes, enhance bacterial adhesion, and support EPS synthesis 61 , 62 . Our data showed that V . fluvialis biofilm formation peaked at 69.2% during summer, while V. alginolyticus reached 30.6%, supporting the hypothesis that environmental stressors, such as heat, play a critical role in virulence modulation. In the same context, recent findings in tropical marine systems emphasize that factors, such as dissolved organic carbon and nutrient load, significantly influence Vibrio abundance and community dynamics 63 . Additionally, integrated aquaculture systems have shown seasonal amplification of opportunistic pathogens such as Vibrio , underscoring the importance of temporal surveillance strategies 64 . Finally, springing from complementary antimicrobial approaches, disrupting biofilm formation through non-traditional methods shows promise for overcoming the resistance associated with biofilms 65 . However, polymicrobial biofilms are indeed more representative of natural aquaculture conditions 66 ; our monospecies biofilm is considered a baseline model that allows characterization of the intrinsic biofilm-forming ability of a specific pathogen without the confounding effects of interspecies interactions 67 . The current study demonstrated significant formulation-dependent differences in both inhibitory and bactericidal activities against Vibrio isolates. These findings reinforce the growing consensus regarding the potential of nanomaterials to enhance disinfectant potency, particularly against biofilm-forming marine pathogens. Our finding of greater resistance in V. fluvialis, as shown by the significant association with higher MIC values (χ 2 = 20.569, p = 0.002), conforms to previous studies. Similarly, Mitsuwan, et al. 68 reported that V. fluvialis exhibits the highest multidrug resistance and biofilm-forming capacity among Vibrio spp. Species-specific differences in virulence and biofilm production have been demonstrated by Bakhshi, et al. 69 , who reported enhanced biofilm formation and virulence traits in V. fluvialis compared with other marine Vibrios . Su, et al. 70 revealed notable antimicrobial resistance in Vibrio isolates from aquaculture environments, highlighting the importance of tailored disinfection strategies. The superior efficacy of TH₄-loaded CuNPs may arise from the combined action of copper ions and quaternary ammonium groups, which potentiate both antibacterial and biofilm-eradicating activities 71 . Therefore, copper–quaternary ammonium nanocomposites are promising candidates for disinfection protocols in aquaculture hatcheries and offshore net cages. The mechanistic basis for the efficacy of copper nanoparticles includes ion release and ROS-mediated microbial damage, as detailed in reviews on copper-based nanomaterials 72 . AgNPs mixed with hydrogen peroxide also display enhanced antimicrobial potency against multidrug-resistant strains because of oxidative synergy, which increases silver ion release and boosts the generation of reactive oxygen species generation 73 – 75 . Despite the encouraging results obtained for AgNPs-H₂O₂, environmental safety concerns still remain. The long-term ecological impacts of AgNPs in aquatic systems, including their potential toxicity to non-target organisms and bioaccumulation, warrant thorough investigation before their field application 76 , 77 . Additionally, sublethal concentrations may exert selective pressure, promote resistance, or affect the microbial community balance 78 . Notably, most MBC/MIC ratios in this study were ≤ 4, indicating bactericidal action, which is consistent with the standard interpretative benchmarks 79 . Regarding the time-kill assay results, the present investigation demonstrated clear differences in the early bactericidal kinetics of the tested nanoparticle formulations against V. alginolyticus and V. fluvialis . Both H₂O₂-loaded AgNPs and TH 4 -loaded CuNPs exhibited rapid antimicrobial effects, as reflected by the markedly reduced growth within 15–30 min and complete inhibition by 120 min in most isolates. In contrast, Virkon S-loaded CuNPs failed to achieve comparable reductions, with viable bacterial counts persisting throughout the 120-min interval. These findings are consistent with the concept that nanoparticle biocide hybrids can exert accelerated antimicrobial action through combined mechanisms, including reactive oxygen species (ROS) generation, membrane disruption, and enhanced ion release 75 , 80 . The pronounced efficacy of H₂O₂-AgNPs is consistent with that of Martin, et al. 81 , who reported that silver-hydrogen peroxide complexes achieved near-complete bacterial inactivation within 2 h of exposure. This is consistent with previous observations that the H₂O₂-AgNP formulation induced a rapid, time-dependent reduction in bacterial viability, achieving total eradication of multidrug-resistant isolates after 12–24 h of exposure 53 . Similarly, the rapid decline observed with TH 4 -CuNPs parallels recent evidence that copper nanoparticles functionalized with antimicrobial agents can produce early killing effects against gram-negative pathogens within 30–120 min 82 , 83 . Despite the known oxidizing potential of peroxymonosulfate-based disinfectants, the limited effect of Virkon S-loaded CuNPs may be attributed to slower release dynamics or less effective interactions with bacterial membranes under the tested conditions. This is in contrast to the robust early activity of Ag- and Cu-based nanohybrids, supporting the notion that physicochemical characteristics, including particle size, surface charge, and release profile, critically influence the antimicrobial kinetics 84 . The antimicrobial resistance (AMR) genes found within the Vibrio isolates of the seabream confirm the escalating concerns of the emergence and spread of resistance genes within aquaculture ecosystems. The incidence of resistance genes within the V. alginolyticus, evidenced herein, was relatively higher, particularly the sul , cat , and mphA genes, than that of V. fluvialis , which further confirms that the former has a broader multidrug-resistant (MDR) profile. The sul gene encoding resistance to sulfonamides was found in 80% of V. alginolyticus and 40% of V. fluvialis . Resistance of Vibrio spp. to sulfur-containing antibiotics is a widespread phenomenon that is attributable to the extensive utilization of these antimicrobial agents 85 . In South Africa and Norway, the detection of sul genes is common among Vibrio species within these two localities and often co-resides with β-lactamase and chloramphenicol acetyltransferase genes 86 . The cat gene, linked to resistance to chloramphenicol, was ubiquitous among V. alginolyticus isolates and prevalent in V. fluvialis . Similar detection of cat genes has also been reported in V. parahaemolyticus strains isolated from shrimp samples in mainland China, with a high frequency of both cat and sulII genes (91.8%) 22 . The cat gene is often found widespread even among localities that ban the use of chloramphenicol 87 . The presence of the resistance gene mphA in V. alginolyticus (40%) and the absence of the mphA gene in V. fluvialis could indicate a species-dependent acquisition of the gene. The mphA resistance gene has also become increasingly common among aquatic bacteria, including marine isolates from Italian aquaculture farms, where the gene was associated with mobile genetic elements involved in spreading resistance genes 88 . Lack of the resistance gene mphA in the isolate of the V. fluvialis species could be attributed to reduced selective pressures and horizontal gene transfer abilities of the two species. Intriguingly, no tet , OXA, CTX, or TEM genes were detected, suggesting that the prevalence of resistance to tetracycline and beta-lactam antibiotics is low within the environment. Though the resistance to antibiotics is well-documented among aquaculture-associated Vibrio spp. 24 , The absence of the aforementioned genes within the current isolate may be attributed to the low use of antibiotics within the study site and the changes in the concentration of the antibiotics used over time. Moreover, V. fluvialis has been found to harbor the blaTEM and blaOXA genes within freshwater sites 89 , but such genes were not observed here, indicating geographic and ecological differences in AMR gene distribution. The coexistence of the sul , cat , and mphA genes within the V. alginolyticus genome strengthens the view of its classification as an MDR. This is supported by a previous study that revealed V. alginolyticus to be a predominant MDR species within aquaculture ecosystems, which was attributed to the adaptability of the bacteria within the environment and the selective influence of these ecosystems 85 . Moreover, the presence of mobile integrative and conjugative elements within the genome of V. alginolyticus that aid in the dispersion of resistance genes within marine bacteria has also been revealed 90 . These also emphasize the ecological involvement of V. alginolyticus as a reservoir and vector for the dispersion of AMR genes. Meanwhile, the V. fluvialis isolates in this study exhibited fewer AMR genes and lacked macrolide resistance. This is also true for the freshwater and mollusk-associated isolate groups and aligns with the fact that the level of multidrug resistance in V. fluvialis is lower than in V. alginolyticus 91 . Additionally, it corresponds to the reduced diversity of AMR genes found in the environmental isolates of these species 92 . Such interspecies differences could stem from variation in ecological niches, antibiotic exposure, and horizontal gene transfer potential. Taken together, these findings should be regarded as hypothesis-generating and methodological rather than confirmatory, providing a foundation for future comparative studies incorporating free disinfectants, larger isolate numbers, and in vivo validation. The practical use of disinfectant-infused nanocomposites in aquaculture systems could likely be achieved through several delivery methods already familiar within standard farm practice and generally align with international guidelines. One obvious option is immersion treatment. In tanks or hatcheries, this may be a practical approach for fish handling, much like the way chemotherapeutants are already applied in routine management 93 , 94 . In most cases, the process would follow the usual steps used for tank disinfection: the stock is removed, the system is cleaned thoroughly, and then the tanks, pipelines, and associated equipment are filled with the disinfectant solution for the required contact period before draining and rinsing 95 , 96 . Another possible route is to incorporate these nanocomposites into coatings used on nets and farm equipment. That idea seems especially relevant because it may help create surfaces with inherent antibiofilm activity, which could reduce pathogen attachment and colonization 97 . At the same time, this is not just a matter of convenience. Nets, ropes, and harvest tools are well known to be difficult to sanitize once contamination is established, which is why existing guidance already emphasizes assigning such equipment to specific sites and disinfecting it carefully 98 . From that perspective, surface coating may offer a more preventive strategy. Rather than waiting for contamination to occur and then trying to control it, it aims to reduce the opportunity for transmission in the first place. Water treatment in recirculating aquaculture systems (RAS) also appears to be a feasible application, whether used as a preventive measure or during disease episodes 96 . Even so, this kind of use would probably need tighter control than it may first seem. Suspended solids, for example, can interfere with disinfectant activity, so pre-filtration would still be necessary. After treatment, a neutralization step would also be required, whether through chemical inactivation or activated charcoal filtration, to reduce toxic residues before the water is returned to culture tanks or discharged into the environment 94 , 99 . So, while the concept looks promising, its success would likely depend less on the material alone and more on how carefully it is integrated into existing treatment protocols. Study scope and limitations The objective of this study was to explore and implement an exploratory approach to nanocomposites loaded with disinfectant against biofilm-forming Vibrio spp. isolated from seabream. The nanocomposite formulations were not newly synthesized, and their physicochemical properties have been reported previously. The present work’s innovative aspect lies in its application to Vibrio isolates from marine fish with specific biofilm phenotypes, rather than in nanomaterial development. Several limitations should be acknowledged. Antimicrobial and antibiofilm testing were done on representative isolates of Vibrio spp., which restricts population-level inference. Further, the statistical associations identified should be viewed as preliminary; the limited sample size may reduce the robustness of chi-square tests. This study did not include any in-vivo or farm-scale validation, and comparing it to parent disinfectants or plain nanoparticles was not within its scope. The ecotoxicological effects and environmental fate of the nanoparticle formulations have not been evaluated and require careful investigation before practical application. Conclusion Disinfectant-loaded nanoparticles demonstrated potent antimicrobial and antibiofilm properties against biofilm-producing Vibrio spp. isolates derived from gilthead seabream, with the highest MIC shown by CuNPs-TH4 and the strongest MBC effect displayed by AgNPs-H 2 O 2 . The performance of the CuNPs-Virkon S was relatively low. These findings support further investigation of disinfectant-loaded nanoparticle formulations as potential in vitro tools for controlling biofilm-associated Vibrio spp., pending in vivo and ecotoxicological validation. The broader resistome observed in V. alginolyticus than in V. fluvialis suggests species-specific adaptability and indicates that some Vibrio species may accumulate resistance more readily under aquaculture conditions. These species-specific differences in antimicrobial sensitivity and ARG expression highlight the challenges and complexities associated with combating MDR Vibrio infections in aquaculture. Seasonal variability showed a peak expression of Vibrio spp. during summer, signifying the importance of periodic surveillance. Nanotechnology-disinfection agents, such as copper-quaternary and silver-peroxide nanocomposite formulations, are a promising in vitro approach for biofilm control. Further in vivo studies, environmental safety assessments, and field validation are required before their practical application in aquaculture can be recommended. Supplementary Information Below is the link to the electronic supplementary material. Supplementary Material 1 (2.7MB, pptx) Supplementary Material 2 (16.2KB, docx) Acknowledgements The authors thank the organizations and individuals who provided in-kind support for this study. Author contributions E. T. I. Methodology, Investigation, and Writing of the Original Draft. M.A. M. E. investigation and co-supervision. W.R. Contributed to the time-kill investigation. H. R. Resistance gene analysis. F. A. E. Methodology, investigation, and co-supervision. E. Z. conceptualization, review, editing, supervision, and correspondence. All authors contributed to writing the original draft and read and approved the final manuscript. Funding Open access funding provided by The Science, Technology & Innovation Funding Authority (STDF) in cooperation with The Egyptian Knowledge Bank (EKB). This research received no specific grants from any funding agency in the public, commercial, or not-for-profit sector. Data availability All data supporting the findings of this study are available within the paper. Declarations Competing interests The authors declare no competing interests. Ethical approval Ethical approval was not required for this study as no experiments were conducted on live animals. 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