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Article

Analysis of Disinfectant Efficacy Against Tomato Brown Rugose Fruit Virus: Surface and Method Effects in Greenhouse Production

by
Erika Janet Zamora-Macorra
1,
Crystal Linda Merino-Domínguez
1,
Carlos Ramos-Villanueva
1,
Irvin Mauricio Mendoza-Espinoza
1,
Elizabeth Cadenas-Castrejón
2 and
Katia Aviña-Padilla
2,3,*
1
Invernadero de Virus Fitopatógenos, Universidad Autónoma Chapingo, km 38.5, Carretera Mexico-Texcoco, Texcoco C.P. 56230, Mexico
2
Departamento de Ingeniería Genética, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional Sede Irapuato (Cinvestav-IPN Irapuato), Unidad Irapuato km. 9.6, Libramiento Norte, Irapuato C.P. 36500, Mexico
3
Departamento de Biología Celular, Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional (Cinvestav-IPN), Ciudad de Mexico C.P. 07360, Mexico
*
Author to whom correspondence should be addressed.
Agronomy 2026, 16(1), 15; https://doi.org/10.3390/agronomy16010015 (registering DOI)
Submission received: 20 November 2025 / Revised: 17 December 2025 / Accepted: 18 December 2025 / Published: 20 December 2025

Abstract

Tomato brown rugose fruit virus (ToBRFV) has become a major threat to global tomato production due to its exceptional mechanical transmissibility and virion stability. Effective sanitation is essential for containment, yet the performance of commonly used disinfectants on greenhouse-relevant surfaces remains poorly characterized. This study evaluated multiple disinfectant formulations, applied by spraying or dipping, on polyethylene film, pruning shears, and human hands. After controlled inoculation with a standardized inoculum, treated surfaces were swabbed and extracts mechanically inoculated onto Nicotiana rustica L. Lesion number was visually quantified, and lesion area was measured using a computational image-analysis pipeline. Fifth-generation quaternary ammonium compounds (5°QAS) showed the highest virucidal activity on smooth, non-porous surfaces, reducing lesion numbers to fewer than 10 per leaf at 800–1000 ppm and maintaining infection severities below 1%. Glutaraldehyde at 500 ppm also performed strongly, achieving severities as low as 0.20% on plastic. Metallic pruning shears consistently retained infectious particles, with untreated controls exceeding 100 lesions per leaf and treated samples showing incomplete inactivation. Mechanical agents such as powdered milk and soap reduced infection but did not eliminate transmission. No clear dose–response trend was observed. The two most effective treatments, 5°QAS at 800–1000 ppm and glutaraldehyde at 500 ppm, significantly reduced or prevented systemic infection in tomato assays. These findings demonstrate that sanitation efficacy depends on formulation, surface type, and application method, providing operationally relevant guidelines for ToBRFV management.

1. Introduction

Tomato brown rugose fruit virus (ToBRFV) is a highly stable tobamovirus that was first detected in Jordan in 2015 [1] and poses a significant threat to solanaceous crops such as tomato and pepper [2,3]. In Mexico, this virus is widely distributed and was first reported in Michoacán in 2018 [4]. It can persist for prolonged periods on various surfaces, including clothing, tools, and greenhouse structures, like rubber tires, thus facilitating mechanical transmission and rapid spread in protected cultivation systems [5,6,7]. Skelton et al. (2023) [8] demonstrated that ToBRFV remains viable on contaminated surfaces for at least seven days and, in some cases, for over six months. Similarly, Molad et al. (2024) [9] reported that virions can remain infective in contaminated soil for up to 184 days. Notably, common crop management activities such as transplanting, pruning, and trellising are often performed manually, and ToBRFV virions have been shown to survive for more than two hours on hands and gloves, further emphasizing the importance of hygiene measures [8].
In this context, the control of plant virus transmission using chemical disinfectants is influenced by a multifaceted interplay between the physicochemical properties of the disinfectant, the biological characteristics of the virus, the type of contaminated surface, and environmental factors such as temperature and relative humidity [9,10]. Effective disinfectants must combine high virucidal activity with safety for humans, animals, and the environment, particularly when water serves as the primary application medium [11]. In laboratory evaluations, virucidal efficacy is commonly assessed through suspension tests, in which the virus is directly mixed with the disinfectant, or carrier tests, which more accurately mimic field conditions by applying the virus to surfaces prior to disinfection [12]. Although suspension tests are simpler and more widely used, carrier tests offer a more realistic assessment of performance, as viruses dried on surfaces are considerably more resistant to inactivation [13]. Furthermore, the presence of organic or inorganic debris can significantly diminish disinfectant efficacy, underscoring the need for robust formulations that maintain effectiveness under field-relevant conditions [14].
Effective disinfectants for agricultural use should satisfy several essential criteria: they must be affordable, readily available, and fast-acting, ideally achieving their effect within one minute, while remaining safe for humans, plants, and the environment [15]. They must also be legally approved, stable under greenhouse conditions, and exhibit broad-spectrum antimicrobial activity [16,17,18]. A 3-log10 reduction in viral titer within a short contact time is generally recognized as the benchmark for virucidal efficacy [13]. The type and quality of the target surface (whether porous or non-porous, hydrophilic or hydrophobic, hard or soft) are critical factors in selecting an appropriate disinfection method. In addition, the physical dimensions and structural complexity of equipment or facilities can significantly influence the efficiency of decontamination [14]. Methods such as fogging, fumigation, electrostatic spraying, and ultraviolet light remain important tools for surface and equipment disinfection, emphasizing the need for tailored, physics-informed approaches to virus mitigation in agricultural environments [19].
Efficient management of ToBRFV requires the integration of multiple phytosanitary measures within protected cropping systems. Key strategies include the use of certified propagation material, the implementation of rapid diagnostic tools, and the prompt removal and destruction of infected plants [20]. In regions where ToBRFV has been detected, preventing reinfection in subsequent production cycles is essential. This can be achieved through disinfection of greenhouse structures, particularly plastic surfaces, and all previously used tools. Furthermore, continuous disinfection of hands and cutting implements throughout the vegetative growth phase is critical to minimizing mechanical transmission during routine cultural operations [8,21,22].
Given the persistence of ToBRFV on diverse surfaces and its ease of mechanical transmission, identifying disinfection strategies that are both effective and practical under greenhouse conditions is a priority for disease management. While several studies have assessed the virucidal activity of different chemical agents [23,24,25], there is limited information on how efficacy is influenced by the type of contaminated surface, the application method, and the specific formulations used under conditions that closely mimic commercial tomato production. Reported complete inactivation has been achieved with 1% Virocid, 2% Virkon S, 0.25% sodium hypochlorite (derived from 5% Clorox bleach), 2.5% trisodium phosphate, benzoic acid, glutaraldehyde, and quaternary ammonium compounds [7,8,12,16,26]. Similarly, Chanda et al. (2021) [17] demonstrated 90–100% inactivation using 0.5% lactoferrin, 2% Virocid, 10% Clorox, and Virkon S. However, certain compounds such as trisodium phosphate exhibit phytotoxic effects, which limit their use during routine crop handling in tomato and pepper cultivation [16].
Most previous evaluations have relied on suspension or confrontation assays rather than carrier-based methods that more accurately simulate field conditions [27,28]. Furthermore, few studies have examined the impact of the application technique. Rodríguez-Díaz et al. (2022) [29] found that spray application outperformed immersion, highlighting the role of delivery method in determining disinfection efficacy. Considering the virus’s stability and the need for products safe for both inanimate surfaces and human skin, it is essential to determine appropriate concentrations and application methods that ensure effective virus inactivation while maintaining user and crop safety.
Therefore, this study aimed to assess the effectiveness of selected disinfectants in inactivating ToBRFV on greenhouse-relevant surfaces, including polyethylene film, pruning shears, and human hands, using both spray and immersion application methods. The most promising treatments were subsequently evaluated for their ability to prevent mechanical transmission to tomato plants, providing a framework for integrating sanitation into ToBRFV management strategies. Notably, this work challenges the prevailing assumption that disinfectant concentration is the primary determinant of virucidal success; instead, it highlights that surface type and application method play a critical role in whether virions are fully inactivated or remain infective. Furthermore, it demonstrates that even highly potent disinfectants such as glutaraldehyde and advanced quaternary ammonium compounds require clean, non-porous surfaces to achieve optimal efficacy, emphasizing the importance of tailoring disinfection protocols to the physical and biological context of the greenhouse operations.

2. Materials and Methods

2.1. Experimental and Computational Workflow for Lesion and Disease Severity Analysis

The workflow used to quantify and statistically analyze leaf lesions and severity is summarized in Figure 1.
The experiments were conducted in the glasshouse facilities of the Department of Agricultural Parasitology at the Universidad Autónoma Chapingo, in Mexico. The inoculum of ToBRFV used for controlled inoculation was obtained from the phytopathogenic virus collection of the Graduate Program in Plant Protection. Artificial inoculation refers to the controlled deposition of ToBRFV onto non-living test surfaces and is used here instead of the term inoculation, which applies exclusively to the infection of living organisms. The isolate corresponds to a Mexican ToBRFV strain deposited in the NCBI database under the accession BankIt2895689; PQ628197 [30]. For Nicotiana rustica L., sp. Pl. 1:180 (1753) (https://www.ipni.org/n/30229730-2, accessed on 9 December 2025) bioassays, a total of 267 plants were used. Each treatment combination (defined by disinfectant product, dose, and application method) corresponded to one treatment level (n = 89 treatments), and each treatment included three independent leaves obtained from three different plants. Each leaf was considered an independent experimental unit for lesion count and severity analyses. For lesion quantification (number of injuries), the number of observations corresponds to the total number of inoculated leaves analyzed per treatment. Specifically, lesion counts were recorded for each inoculated N. rustica leaf (n = 3 leaves per treatment), with all visible local lesions within the delimited 36 cm2 area counted individually. Lesion severity (severity) was calculated from the same set of leaves, based on computational image analysis of one grayscale image per leaf (n = 3 images per treatment), from which the percentage of affected leaf area was derived. Thus, both lesion count and severity estimates are based on the same biological replicates. The computational workflow used to evaluate lesion and disease severity integrates digital image processing, quantitative lesion area extraction, and statistical modeling to assess treatment effects. The overall design ensures reproducibility and comparability across treatments. All analysis scripts are available at this repository https://github.com/kap8416/DisinfectantsToBRFV (accessed on 20 November 2025). For tomato systemic infection assays, a total of 72 Solanum lycopersicum L., sp. Pl. [Linnaeus] 1: 185 (1753) (https://www.ipni.org/n/316947-2, accessed on 9 December 2025) Saladette-type commercial cultivar plants were included in the study, corresponding to eight biological replicates per treatment across nine treatments, with each plant considered an independent experimental unit.

2.2. Reactivation and Maintenance of the Inoculum Source

Fifteen healthy tomato plants (S. lycopersicum L. cv. Saladette) were mechanically inoculated with sap from the ToBRFV-positive source. Thirty days post-inoculation (dpi), systemic infection was confirmed by the development of characteristic viral symptoms, including mosaic mottling, leaf enation, and filiform leaf morphology. To verify ToBRFV infection, symptomatic leaves and shoots were collected for total RNA extraction using the TRIzol® reagent (Invitrogen, Carlsbad, CA, USA) following the manufacturer’s protocol. RNA quality and concentration were assessed with a NanoDrop spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA). Viral detection was performed by reverse transcription–polymerase chain reaction (RT-PCR) using specific primers ToBRFV-FMX (5′-AACCAGAGTCTTCCTATACTCGGAA-3′) and ToBRFV-RMX (5′-CTCWCCATCTCTTAATAATCTCCT-3′), under amplification conditions described by Cambrón-Crisantos et al. (2019) [4].

2.3. Experimental Bioassay Design and Randomization for Evaluating Disinfectant Efficacy Against ToBRFV

Artificial inoculation was performed to standardize the viral load applied to each surface (see Figure 2). Test materials were submerged in 200 mL of ToBRFV-positive tomato macerate, prepared by homogenizing 1 g of infected tissue in 10 mL of 0.01 M phosphate buffer (pH 7.0) to obtain a 1:10 (w/v) inoculum concentration. After immersion, surfaces were treated with the corresponding disinfectant formulation and allowed to drain by gravity to remove excess liquid. Immediately afterward, each surface was swabbed with a sterile cotton applicator pre-moistened with 100 µL of sterile phosphate buffer to recover any remaining infectious virions. The swab was then used to mechanically inoculate a 36 cm2 area of N. rustica L. leaf tissue previously dusted with 400-mesh carborundum to facilitate microabrasion and viral entry. All steps, from disinfectant application to leaf inoculation, were performed consecutively to minimize viral decay and ensure consistent controlled inoculation across treatments.
Treatment assignment was performed using a completely randomized design. A computer-generated random sequence was used to ensure equal probability of assignment to each position. In the first experiment, which evaluated disinfectant efficacy using N. rustica, each treatment consisted of three independent leaves (three biological replicates). Individual leaves were spatially distributed within the greenhouse following a uniform row-based arrangement.
The experimental unit consisted of a fully developed N. rustica leaf, within which a 36 cm2 square area was delimited for inoculation. Each treatment was replicated three times. The disinfectant products evaluated included glutaraldehyde (Glutasan 50®), hydrogen peroxide (Anglosil®), fourth-generation quaternary ammonium compounds (Anglosan Cl®), fifth-generation quaternary ammonium compounds (Sany Green®), soap formulation composed of an ethoxylated nonionic surfactant, organic polyglucoside detergent, and sodium hydroxide (Bio Any Gel®), powdered milk, a mock-inoculated healthy control, and a mock-treated infected control. Fourth-generation quaternary ammonium compounds (4°QACs) correspond to the “twin-chain” or dual-chain quats, characterized by linear dialkyl structures lacking a benzyl ring. These molecules typically exhibit enhanced surface activity due to the presence of two long alkyl chains. In contrast, fifth-generation quaternary ammonium compounds (5°QACs) are synergistic blends that combine a 4°QAC—most commonly didecyldimethylammonium chloride (DDAC)—with earlier-generation quaternaries such as benzalkonium chloride (BAC) or alkyl dimethyl ethyl benzyl ammonium chloride. Detailed information on treatment concentrations and formulations is provided in Supplementary Table S1. Three types of surfaces were tested for disinfection efficacy: greenhouse polyethylene film, pruning shears, and human hands, the latter evaluated only with low concentrations of quaternary ammonium compounds and powdered milk due to safety considerations. Two application methods were assessed for hands and pruning shears: spraying using a backpack sprayer and surface immersion (dipping). Greenhouse film was treated exclusively by spraying.

2.4. Quantification of Leaf Lesion Severity Using Image Processing

The severity of leaf lesions for each treatment was quantified using the open-source software QuPath (version 0.6.0) [31] and ImageJ (version 1.54p) [32], both widely used tools for digital image analysis. QuPath was employed for pre-processing and lesion segmentation. This software is designed for bioimage analysis and includes a color deconvolution algorithm that digitally separates images into red, green, and blue (RGB) channels. Leaf images were first processed using the Brightfield H&E setting, a histological visualization method that enhances tissue contrast by rendering the background lighter and lesion-associated structures darker. Subsequently, a Hue filter was applied to isolate color tones independently of saturation and intensity, thereby reducing visual noise and flattening the image. This facilitated accurate segmentation of necrotic or chlorotic areas. Finally, the processed image was converted to grayscale, which improves contrast, ensures the leaves have a uniform color, reduces depth variations in the images, and facilitates the quantification of damaged regions. The grayscale images were then imported into ImageJ, which was used to calibrate spatial measurements by setting a scale in centimeters. ImageJ enables calculation of lesion area, distance measurements, and pixel-to-area conversion, allowing precise quantification of the infected leaf surface.
The percentage of severity is calculated with the following formula:
Severity % = D a m a g e d   t i s s u e   a r e a c m 2 T o t a l   a n a l y z e d   a r e a c m 2 × 100

2.5. Descriptive Evaluation Prior to Model Fitting

A descriptive statistical analysis was first performed to identify patterns of virucidal performance across disinfectants, doses, surfaces, and application methods. For each treatment, lesion count and leaf damage severity were summarized using means, standard deviations, and 95% confidence intervals. These descriptive metrics enabled the identification of the most and least effective dose–method combinations prior to model-based inference. All calculations and visualizations were conducted in Python (v3.10) and R (v4.3), using the pandas (v1.5), numpy (v1.24), and ggplot2 (v3.4) libraries. This descriptive evaluation provided the empirical foundation for subsequent inferential modeling.

2.6. Statistical Modeling of Surface–Method Interactions

Surface–method interactions were assessed by including an interaction term between surface type (polyethylene film, pruning shears, and human hands) and application method (spraying or dipping) in the statistical models. Lesion count data were statistically evaluated to determine the effects of disinfectant formulation, surface type, and application method. Data exploration revealed overdispersion, leading to the use of a Negative Binomial Generalized Linear Model (NB-GLM) as the primary analytical framework. Model selection was based on residual diagnostics and Akaike Information Criterion, with the NB-GLM outperforming Poisson and Quasi-Poisson alternatives. The model included disinfectant, surface, and method as fixed effects, along with their pairwise interactions. Incidence Rate Ratios (IRRs) were calculated relative to the plastic–spray reference group to estimate the relative infection risk. Confidence intervals (95%) and Wald tests (p < 0.05) were used to assess significance. For disinfectants showing a monotonic response to concentration, a nonlinear Emax model was applied to characterize dose-dependent efficacy. Parameter estimation was performed using weighted least squares and Levenberg–Marquardt optimization, with model performance evaluated through residual analysis and AIC.

2.7. Bioassays to Assess the Efficacy of Disinfectants in Preventing Mechanical Transmission of ToBRFV to Tomato Plants

From the initial bioassay, the most effective disinfectant products and application methods were selected and tested for their ability to prevent the mechanical transmission of ToBRFV to tomato plants. In this second experiment, tomato plants were arranged in rows with homogeneous spacing, ensuring no physical contact between leaflets. To minimize positional bias in both experiments, experimental units were rotated weekly, and a partial reallocation was applied following a rotated block scheme. This approach reduced potential confounding effects associated with microenvironmental variation within the greenhouse, such as light gradients, temperature, or humidity differences.
As the inoculum source, five S. lycopersicum L. (cv. Saladette) plants were mechanically inoculated with ToBRFV. After 25 dpi, systemic infection was confirmed by RNA extraction and RT-PCR, as described in Section 2.1, along with the observation of characteristic symptoms. In parallel, tomato seedlings were grown under controlled greenhouse conditions, and once the first true leaf had developed, they were used for the bioassay. Each experimental unit consisted of a single tomato plant, and each treatment included eight replicates. The experiment followed a completely randomized design. The infected tomato plants served to contaminate the tested surfaces—pruning shears and human hands—through direct handling of infected tissues or by making cuts on symptomatic leaves and stems using the shears. Immediately after contamination, these surfaces were treated by spraying with the selected disinfectant formulations (Supplementay Table S2). Following treatment, mechanical inoculation was performed on healthy tomato plants by either handling or cutting a cotyledon and one leaflet from a true leaf using the disinfected hands or pruning shears (Figure 3). Plants were monitored every 24 h to record symptom development, and infection was confirmed at 25 dpi by RT-PCR, as previously described.

3. Results

3.1. Bioassays Reveal Surface and Method-Specific Differences in Disinfectant Efficacy

In commercial greenhouse tomato production, disinfection of metallic and plastic infrastructure prior to planting or transplanting is routinely conducted as a preventive phytosanitary measure, most commonly via surface spraying or micro-nebulization. Reflecting this industrial practice, spraying was selected as the application method for polyethylene greenhouse film. During crop management operations such as pruning, deleafing, and trellising, workers frequently handle plants with bare hands due to convenience and speed, rather than using protective gloves. Therefore, only disinfectant formulations deemed safe for direct skin contact at low concentrations were evaluated on human hands. Following application of each disinfectant to artificially contaminated surfaces, virions were collected using phosphate-buffered swabs and mechanically inoculated onto leaves of N. rustica. Chlorotic local lesions developed between 5 and 7 dpi, depending on treatment. Lesions progressively became necrotic, and in some cases, merged to form larger necrotic patches. The efficacy of each product in inactivating virions, inferred from the reduced number of observed lesions per treatment, is detailed in Table 1.
Digital image processing-based quantification of lesion severity (Supplementary Figure S1) revealed substantial heterogeneity in both lesion number and total affected area across disinfectant formulations, surface types, and application methods. Polyethylene surfaces treated by spraying consistently displayed the lowest lesion counts, whereas pruning shears treated by dipping showed markedly higher residual infectivity, underscoring the strong modulatory effect of surface physicochemical properties on ToBRFV inactivation efficiency (Figure 4). Additionally, lesion number and lesion area exhibited a positive, moderate, and statistically significant correlation (Spearman’s r ≈ 0.60), indicating that increases in the number of infection foci were accompanied by proportional increases in overall disease severity (Supplementary Figure S2).
Spraying was associated with higher virion inactivation rates than dipping across the evaluated surface types. Pruning shears consistently showed higher numbers of infectious particles remaining after treatment compared with polyethylene film and human hands. Among the chemical disinfectants tested, fifth-generation quaternary ammonium compounds (5°QAS) reduced ToBRFV infectivity by approximately 85–97% across surfaces. Glutaraldehyde and hydrogen peroxide also reduced infectivity, although their efficacy varied depending on the surface type. Treatment with 6% powdered milk reduced infectivity by 96–99% based on visual lesion counts. Similarly, soap (alkaline hydroxide formulation) reduced infectivity by up to 90–96%, with variability observed among surface types and application conditions. In contrast, fourth-generation quaternary ammonium compounds (4°QAS) showed lower and more variable reductions in infectivity, ranging from 22–66%.

3.2. Quantitative and Dose-Dependent Evaluation of Disinfectant Efficacy Against ToBRFV

3.2.1. Lesion Count and Symptom Severity as Indicators of Transmission Efficiency

Mechanical inoculation assays on N. rustica revealed marked differences in lesion number and symptom severity depending on the disinfectant formulation, surface type, and applied dose (Figure 5). The positive control (infected mock treatment) consistently produced the highest infection levels, with an average of >100 lesions per leaf and severe necrotic symptoms, confirming efficient ToBRFV transmission. In contrast, several disinfectant treatments markedly reduced infection intensity.
The 5°QAS were the most effective chemical disinfectants, reducing lesion counts to fewer than 10 per leaf at intermediate to high doses. The 4°QAS exhibited moderate but more variable efficacy. Glutaraldehyde and hydrogen peroxide showed dose-dependent effects but their performance fluctuated substantially across surface types, particularly on pruning shears. In agreement with the digital-based lesion quantification, treatments in the dip and plastic–spray conditions showed greater consistency than pruning shears, where organic residues and metallic surfaces likely interfered with virion inactivation. Powdered milk (6%) also reduced lesion formation across replicates. Soap (alkaline hydroxide formulation) demonstrated moderate reduction in lesion counts but did not consistently prevent infection on metal tools. Lesion severity followed similar trends to lesion number. Treatments that yielded fewer lesions typically displayed <1% symptomatic leaf area, whereas untreated controls and ineffective disinfectants reached up to 5% necrotic or chlorotic tissue. Intermediate treatments showed higher variability (larger SD values), reflecting inconsistent disinfectant performance, particularly at suboptimal doses.

3.2.2. Comparative Performance of Disinfectant Formulations and Application Doses

To dissect the quantitative response of disinfectant treatments, lesion distributions and symptom severity were examined across all dose levels and formulations (Figure 6). These analyses demonstrated that ToBRFV inactivation was not solely dose-dependent, but strongly modulated by surface type, application method, and product chemistry. Untreated positive controls consistently exhibited the highest lesion counts (>100 lesions per leaf), confirming efficient mechanical transmission. In contrast, 5°QAS produced the most consistent reductions in lesion numbers across doses, particularly under plastic spray conditions.
According to the descriptive dose–response evaluation, the most and least effective concentrations were identified for each disinfectant across all treatments. The highest-performing doses were glutaraldehyde at 500 ppm, hydrogen peroxide at 1000 ppm, fourth-generation quaternary ammonium salts at 1000 ppm, fifth-generation quaternary ammonium salts at 1500 ppm, and liquid soap at 10 mL (Figure 6A). With the exception of 6% milk powder, whose optimal performance was achieved through hand spraying, all these effective doses were associated with greenhouse plastic spraying. Consistently, greenhouse plastic spraying emerged as the most effective application method in five out of the six disinfectant formulations evaluated. Across treatments, milk powder and soap displayed the highest observed virucidal performance, achieving mean lesion counts as low as 0.33. Fourth- and fifth-generation quaternary ammonium salts also showed strong and stable activity, particularly at intermediate doses (800–1000 ppm). In contrast, glutaraldehyde and hydrogen peroxide exhibited greater variability, resulting in reduced stability and lower reliability for consistent ToBRFV inactivation.
Overall, these results indicate that fifth-generation quaternary ammonium salts (5°QAS) remain the most reliable chemical formulation for greenhouse sanitation, while the disinfection of tools—especially pruning shears—continues to represent a vulnerable point in the mechanical transmission of ToBRFV.
Complementary to the lesion-based virucidal assessment, the analysis of leaf damage severity identified the doses producing the lowest percentage of symptomatic tissue for each treatment (Figure 6B). Glutaraldehyde at 500 ppm applied through pruning shears spraying resulted in the lowest severity (0.20%). For hydrogen peroxide, the minimum severity was observed at 1000 ppm via pruning shears dipping (0.18%). The 6% milk powder treatment produced the lowest severity (0.07%) when applied by hand spraying, whereas fourth-generation quaternary salts at 1500 ppm via pruning shears dipping yielded 0.10%. For fifth-generation quaternary salts, the lowest severity (0.16%) occurred at 1500 ppm using greenhouse plastic spraying. Soap at 10 mL applied through pruning shears dipping yielded the lowest severity overall (0.04%). When treatments were compared globally, soap, fifth-generation quaternary salts, and milk powder were the most effective at minimizing leaf damage severity, followed by fourth-generation quaternary salts. As in the virucidal assay, hydrogen peroxide and glutaraldehyde were the least effective, presenting higher and more variable severity values across dose–method combinations. The dipping technique was frequently represented among the highest-severity outcomes.
The least efficient dose–method combinations were also identified. For glutaraldehyde, 750 ppm via pruning shears spraying resulted in 1.62% severity; for hydrogen peroxide, 1500 ppm with pruning shears dipping produced 1.05%. For 6% milk powder, the least effective condition was greenhouse plastic spraying (0.41%). For fourth-generation quaternary salts, the lowest performance occurred at 250 ppm via hand dipping, while for fifth-generation quaternary salts, 800 ppm delivered through greenhouse plastic spraying resulted in the highest severity among all treatments (1.94%). For soap, the least effective combination was 7.5 mL applied through pruning shears dipping (0.77%). Overall, fifth-generation quaternary salts at 800 ppm represented the single least effective dose–method combination in the dataset.

3.2.3. Dose–Response Relationships Between Disinfectant Concentration and ToBRFV Infection

To investigate whether ToBRFV inactivation followed a dose-dependent pattern, generalized regression analyses were applied to lesion count and symptom severity data across all disinfectant concentrations (Figure 7). Overall, only weak negative correlations were detected between disinfectant concentration and infection intensity (r < 0.25), reinforcing that concentration alone was not a strong determinant of viral suppression.
Quaternary ammonium compounds, particularly 5°QAS, showed the most consistent downward trend in lesion counts with increasing dose; however, the response plateaued rapidly, suggesting early saturation of virucidal activity. Powdered milk also exhibited a modest reduction in lesion numbers at higher concentrations. In contrast, glutaraldehyde and hydrogen peroxide displayed highly variable trends across concentrations and surfaces, with no consistent linear or nonlinear dose–response relationships. Symptom severity followed a comparable pattern, with slight decreases at higher doses for some treatments but substantial overlap in confidence intervals. The broad dispersion of data points and large variability, particularly on pruning shears, suggests that efficacy is more dependent on surface type, organic load, and application method than on concentration alone.

3.3. Multivariate Modeling of Surface–Method Interactions and Dose-Dependent Disinfection Dynamics

To determine how disinfectant performance is influenced by the interaction between product formulation, surface type, and application method, we developed a multivariate statistical approach integrating generalized linear modeling (GLM) and incidence rate ratio (IRR) estimation. For this analysis, only visually obtained lesion counts were used, which showed clear overdispersion (dispersion statistic = 2.65), with variance consistently exceeding the mean across treatments (Supplementary Figure S3).
This pattern was especially pronounced in pruning shears, where both mean lesion number and variance were higher than on plastic surfaces, indicating increased viral retention and heterogeneous disinfection effects. The NB-GLM model incorporated disinfectant product, surface (plastic, pruning shears and hands), as well as application method (spray vs. dip) as fixed effects, including their interactions. Dose was entered as a product-specific covariate. Treatment efficacy was expressed using IRRs, where values < 1 indicate reduced leaf lesion incidence relative to the internal baseline condition: plastic–spray within the same disinfectant formulation. The NB-GLM revealed distinct and consistent differences in the incidence of ToBRFV leaf lesion formation across disinfectant formulations, surface types, and application methods. A total of 30 contrasts were evaluated, each represented in Figure 8 by point estimates and corresponding 95% confidence intervals.
A dominant and recurrent pattern was observed for metallic pruning shears, which showed markedly higher infection incidence regardless of the disinfectant used. Under dip application, pruning shears exhibited IRR values 3.2- to 18.7-fold higher than the baseline. The most pronounced effects were associated with 4°QAS and 5°QAS. For instance, 5°QAS -pruning_shears_dip displayed an IRR = 18.74 (95% CI: 7.1–48.9), while 4°QAS-pruning_shears_dip reached IRR = 12.53 (95% CI: 4.8–32.1), indicating substantially reduced disinfection efficiency on metallic tools. Similarly, glutaraldehyde treatments demonstrated elevated incidence rates on pruning shears. The glutaraldehyde-pruning_shears_dip contrast yielded an IRR = 9.62 (95% CI: 3.5–26.4), whereas the spray application partially mitigated this effect (IRR = 3.14; 95% CI: 1.2–8.4). Hydrogen peroxide also showed significant increases under pruning-shears conditions, particularly in dip mode (IRR = 6.41; 95% CI: 2.7–15.8). In contrast, plastic–spray treatments remained consistently near the reference value (IRR ≈ 1) across products, confirming that polyethylene is inherently easier to disinfect and that spray application promotes more uniform chemical coverage. Treatments applied to hands showed intermediate and mostly non-significant effects, with IRRs ranging from 0.8 to 2.1, reflecting the lower viral retention capacity of skin and greater variability introduced by surface moisture and microtopography. Marked differences among disinfectants were also observed. Most contrasts involving milk powder 6% yielded non-significant IRRs (0.6–1.4), consistent with its expected mechanical shielding rather than virucidal activity. As expected, positive controls showed IRRs well above unity, whereas healthy controls consistently exhibited low incidence ratios (IRR < 0.5), reflecting the strong separation between infected and non-infected groups. Several treatments displayed extremely wide confidence intervals, sometimes spanning multiple orders of magnitude, particularly in contrast with near-complete separation in lesion counts. This pattern suggests quasi-complete treatment effects, where some treatment combinations resulted in almost no infections. Although such contrasts reduce the precision of parameter estimates, they do not alter the direction or overall interpretation of the effects. Taken together, the IRR patterns demonstrate that surface type is the major determinant of residual infectivity, with metallic pruning shears consistently acting as the most persistent reservoir of infectious ToBRFV particles. Application method further modulated efficacy, with spray outperforming dip across nearly all disinfectants. These findings underscore the need for surface-specific sanitation protocols, particularly for metallic tools in greenhouse production systems.
Finally, to disentangle chemical inactivation from dose-mediated effects and to explore potential nonlinearities in virucidal responses, a nonlinear Emax dose–response model was fitted for each disinfectant–surface–method combination. This model estimates two key parameters: the maximum achievable efficacy (Emax) and the doses required to reach 50% and 90% of this maximum (ED50 and ED90, respectively), see Supplementary Table S3. The fitted curves revealed distinct yet generally shallow dose–response patterns across the evaluated combinations. In all spray-based applications, including hand–spray, plastic–spray, and pruning shears–spray—the estimated Emax values approached 90–100%, with ED50 values falling within a very low dose range (typically <50 mL/L). These results indicate that near-complete inactivation of ToBRFV is largely dose-independent under spray application, reflecting rapid saturation of virucidal activity at minimal concentrations. In contrast, the pruning shears–dip condition displayed a flatter and consistently lower response curve, characterized by an Emax below that of spray applications and a noticeably higher ED50. This pattern reflects a reduced inactivation efficiency on metallic surfaces when disinfectants are applied by immersion, consistent with the known challenges of achieving uniform liquid–surface contact on metal. Notably, efficacy declined slightly at intermediate doses, suggesting a weak nonmonotonic pattern likely driven by surface heterogeneity, micro-residue interactions, or irregular wetting dynamics.
From an operational perspective, the dose–response analysis (Figure 9) showed that complete or near-complete inactivation was already observed at the lowest experimentally tested concentrations (5–7.5 mL/L) across all spray applications. The model-based curves support this empirical finding: increasing concentration beyond this range produced minimal additional gains in efficacy. By contrast, dip-based disinfection of metallic tools showed more variability and a lower maximal response, indicating that immersion requires either higher doses, longer contact times, or mechanical assistance to achieve comparable virucidal performance.
The combined interpretation of GLM and Emax results reinforces that disinfectant performance is not dictated solely by chemical formulation but emerges from the interacting effects of chemistry, surface material, dose, and method of application. Fourth- and fifth-generation quaternary ammonium compounds remained the most consistently effective across surfaces and methods, whereas glutaraldehyde and hydrogen peroxide exhibited greater variability, likely associated with oxidative reactivity, volatility, and sensitivity to organic residues [33,34].

3.4. Bioassays to Evaluate the Efficacy of Disinfectant Products on Tomato Plants

Building on the lesion analyses in N. rustica, we next assessed whether the reductions in local infection observed on indicator leaves translated into effective interruption of systemic transmission in a crop host. To this end, a subset of the most representative disinfectant–surface combinations was selected for greenhouse bioassays on tomato plants. These experiments were designed to mirror the mechanical transmission routes modeled in N. rustica contaminated hands and pruning shears but using ToBRFV-susceptible tomato as the biologically relevant endpoint. Symptom progression and RT-PCR detection in tomato therefore provide an integrated readout of residual infectivity after disinfection, allowing us to validate and refine the risk estimates inferred from the lesion-count models. Tomato plants from the infected mock-treated controls developed ToBRFV symptoms earliest, with chlorotic mosaic and leaf deformation appearing at 6 dpi on hands and 7 dpi on pruning shears. In contrast, all disinfectant-treated groups exhibited a delay in symptom onset to approximately 11 dpi, indicating a reduced viral load or partial interruption of mechanical transmission (Figure 10A).
By 25 dpi, RT-PCR analysis (Figure 10B) confirmed marked differences in transmission efficiency across treatments. The 5°QAS, 400 ppm applied to pruning shears was the most effective treatment, with only 1 of 8 plants testing positive. Similarly, 5°QAS at 150 ppm on hands and powdered milk (6%) applied to either hands or pruning shears reduced infection to 2–3 infected plants per treatment (Table 2), indicating partial but significant protective effects. However, this effect is interpreted as a physical interference with viral adsorption or particle stabilization rather than direct virucidal activity [15,35] since its performance was less consistent when transmission to tomato plants was assessed. In this context, its mode of action is likely based on physical adsorption and interference with virion mobility rather than true virucidal activity emphasizing the need for surface-specific disinfection protocols rather than generalized dose escalation or reliance on empirical products such as milk.
In contrast, 4°QAS at 150 ppm (hands) showed no reduction in infection (8/8 RT-PCR positive), performing equivalently to the untreated controls. Likewise, soap (15 mL/L) on pruning shears showed only moderate protection (4/8 positive). This suggests that certain formulations, despite being commonly used in greenhouse sanitation, are insufficient to prevent ToBRFV transmission, particularly when applied to metal tools.

4. Discussion

This study integrates lesion-based assays, multivariate modeling, nonlinear dose–response analyses, and systemic transmission tests to provide a multi-scale evaluation of disinfectant performance against ToBRFV. Overall, the results show that disinfectant efficacy is not determined solely by chemical formulation, but emerges from the interplay between product chemistry, surface type, and application method. Nicotiana rustica L. proved to be a reliable and sensitive indicator of residual infectivity, revealing consistent surface- and method-dependent differences that aligned with systemic infection outcomes in tomato. Across analyses, spray applications on plastic surfaces were the most consistently effective, whereas metallic pruning shears represented the most failure-prone scenario, even under otherwise potent chemistries. The convergence of GLM-derived IRR patterns, Emax dose–response efficiencies, and tomato bioassay outcomes highlights that sanitation protocols must be surface-specific and method-optimized to prevent mechanical transmission of ToBRFV. These integrated findings lay the foundation for a mechanistic, evidence-based discussion on the operational constraints and practical implications for greenhouse disinfection strategies.

4.1. Glutaraldehyde and 5°QACs Achieve the Highest ToBRFV Inactivation, Driven by Surface and Application Method

Glutaraldehyde and 5°QACs consistently exhibited the highest virucidal activity against ToBRFV across all assays, particularly in combinations involving spray application on polyethylene surfaces (Figure 5 and Figure 6). These findings are consistent with prior work demonstrating that glutaraldehyde, VirkonTM S, and high-generation QAC formulations can reliably inactivate tobamoviruses, including ToBRFV, TMV, and ToMV, under greenhouse conditions [8,12,17]. Furthermore, a 2% VirkonTM S solution was shown to effectively prevent the transmission of other viruses and viroids, such as Pepino mosaic virus and Potato spindle tuber viroid, even under mechanical inoculation [15]. The biochemical basis of this high efficacy is well understood, glutaraldehyde functions as a potent protein cross-linker, covalently modifying amino and thiol groups on capsid proteins and sometimes nucleic acids, thereby disrupting virion stability and preventing genome release during host infection [36,37]. Similarly, QACs maintain strong antiviral activity even against non-enveloped viruses by promoting capsid disruption, destabilizing electrostatic interactions, and interfering with virion adsorption and retention on host tissue [16,38]. A central mechanistic insight from this study is that disinfectant performance is not governed by chemical formulation alone: surface type and application method strongly modulate virion inactivation. Across nearly all products, the plastic–spray condition yielded the lowest lesion counts and IRR values (Figure 8). Polyethylene surfaces are chemically inert, non-porous, and exhibit negligible organic residue interference, enabling more consistent disinfectant–virion contact. Similar trends have been reported for tobamovirus inactivation on polymeric greenhouse films [17,39]. In contrast, pruning shears—especially under dip applications—were consistently the most difficult surface to disinfect, regardless of the chemical used (Figure 9). Metal tools accumulate oxidized plant sap films, micro-abrasions, and metallic ions that adsorb or neutralize disinfectant molecules and physically shield virions from contact [14,17,29,40]. Organic residues in particular are known to impair the effectiveness of aldehydes, QACs, and oxidizing agents, reducing their virucidal capacity under immersion conditions where contact with contaminated metal surfaces accelerates chemical degradation [8,37,41]. These mechanisms are directly reflected in the IRR results of this study, where pruning-shears–dip produced IRR values as high as 18.7, indicating markedly greater residual infectivity relative to plastic–spray (Figure 8). Spray applications demonstrated intermediate levels of efficacy—often comparable to plastic–dip but less predictable on irregular surfaces. This is consistent with observations by Rodríguez-Díaz et al. (2022) [29], who noted that although spraying improves surface coverage, incomplete wetting and reduced contact time can compromise virucidal performance, especially on textured or contaminated surfaces. Conversely, soap (alkaline hydroxide) and 6% powdered milk exhibited limited virucidal efficacy. The effectiveness of powdered milk appears to be virus-dependent, as Coutts et al. (2013) [42] reported that a 20% nonfat dry milk solution prevented the transmission of Zucchini yellow mosaic virus, with none of the treated plants becoming infected. Consistent with this virus-specific response, Li et al. (2015) [15] also found that 20% nonfat dry milk was effective against ToMV and TMV, although only partial inactivation was observed for PepMV and PSTVd. These treatments rely primarily on mechanical removal or protein adsorption, rather than irreversible inactivation of virions. Tobamoviruses possess extremely stable rod-shaped capsids that resist denaturation even under alkaline conditions, contributing to their environmental persistence [43]. Casein proteins in milk may even stabilize virions by forming protective micelle–virion complexes, a phenomenon extensively documented in early virology studies [44,45]. The variability and lack of consistent IRR significance among these treatments are aligned with earlier reports describing their inconsistent or anecdotal efficacy [12]. Collectively, these findings demonstrate that effective ToBRFV inactivation requires the right combination of disinfectant chemistry, surface characteristics, and application method. Operationally, this translates into three practical recommendations: (1) prioritize high-efficacy virucides such as glutaraldehyde and fifth-generation QACs; (2) apply disinfectants to clean, non-porous surfaces using spray methods that maximize chemical contact; and (3) avoid immersion disinfection of metallic tools unless preceded by mechanical cleaning or supplemented with higher concentrations and extended contact times.

4.2. Dose–Response Analysis Reveals Rapid Saturation for Glutaraldehyde and QACs with Extremely Low ED50 Values

The dose–response analyses revealed that ToBRFV inactivation did not follow a linear, concentration-dependent trend. Instead, a saturation-type pattern emerged for the most effective disinfectants, with low to intermediate doses of glutaraldehyde and QACs already achieving near-maximal reductions in lesion incidence (Figure 6 and Figure 7). Higher doses conferred minimal additional benefit, reflecting a plateau phenomenon similar to that reported in previous disinfection studies involving tobamoviruses and other non-enveloped plant viruses [8,20]. Mechanistically, this behavior is consistent with Emax pharmacodynamic models, where efficacy approaches a biological ceiling once virion capsid proteins have been sufficiently cross-linked, denatured, or otherwise chemically modified [37]. Once these reactive sites are saturated, additional disinfectant may either be degraded, neutralized by organic matter, or unable to reach virions shielded within surface residues. The extremely low ED50 values obtained for plastic–spray and pruning shears–spray (0.07–0.08 mL L−1) highlight the rapid virion inactivation that occurs at minimal concentrations when surfaces are smooth and chemical contact is efficient (Figure 9). Conversely, the significantly higher ED50 observed for pruning shears–dip (1.02 mL L−1) confirms the inefficiency of immersion-based disinfection on metal surfaces, echoing previous findings for TMV, PepMV, and CGMMV on metallic tools and contaminated greenhouse equipment [12,20]. The absence of a clear dose–response signature for soap and powdered milk supports the interpretation that these treatments rely primarily on physical removal rather than chemical inactivation. Their lack of saturation behavior and variable performance reinforce the conclusion that these agents are unreliable for controlling ToBRFV spread in greenhouse environments. From a practical standpoint, identifying minimum effective dose (MED) values enables growers to avoid over-application of disinfectants, ultimately reducing costs and minimizing risks associated with phytotoxicity, worker exposure, and chemical residues. With increasing attention to maximum residue limits (MRLs) and reduced chemical inputs in intensive horticultural systems [46], implementing MED-based sanitation protocols aligns with regulatory expectations and sustainable disease management goals. In summary, the dose–response findings indicate that optimizing disinfectant concentration—rather than maximizing it—is the most effective strategy for robust, economical, and environmentally conscious control of ToBRFV in protected tomato production.

4.3. Concordant Outcomes in Nicotiana rustica and Tomato Demonstrate Strong Predictive Power for Systemic ToBRFV Infections

The combined use of N. rustica and tomato bioassays provided a multi-tiered, biologically grounded assessment of disinfectant efficacy against ToBRFV. Although both hosts are mechanically transmissible and highly permissive to tobamovirus infection, they capture different epidemiological scales. Local-lesion development in N. rustica acts as a sensitive, quantitative indicator of residual inoculum [7,47], whereas tomato development reflects the ability of virions to establish systemic infection, the critical endpoint for outbreak risk in commercial production [5,43]. A major finding of this study is the high concordance between lesion-based outcomes in N. rustica and systemic infection in tomato. Treatments that generated low lesion counts, low IRRs, and high Emax values in N. rustica—particularly glutaraldehyde, 5°QACs, and powdered milk also minimized systemic infection in tomato (Figure 5, Figure 6, Figure 7, Figure 8 and Figure 9). The strong performance of 5°QAS at 400 ppm, which yielded only 1 infected tomato plant out of 8, is consistent with its near-complete local inactivation pattern in N. rustica, mirroring earlier studies showing that small reductions in lesion number are often sufficient to prevent systemic spread [8,12,17]. Conversely, treatments that performed poorly in N. rustica, including 4°QAS and soap on metal surfaces, produced high tomato infection rates (Table 2), matching historical data showing that even minimal inoculum of tobamoviruses can trigger systemic disease [48,49].
These results reinforce long-standing evidence that tobamoviruses possess extremely low infectious dose thresholds (ID50) in both local-lesion hosts and crop species [50]. Thus, the quantitative readouts from N. rustica are highly predictive of systemic infection potential, validating their use as proxy assays for greenhouse sanitation research. Critically, the effect of surface type was conserved across hosts. Metallic pruning shears produced the highest lesion counts, the highest IRRs (up to 18.7), the highest ED50 values in Emax models, and ultimately the highest tomato transmission rates (up to 8/8 positive) (Figure 5, Figure 8 and Figure 9, Table 2). This cross-host consistency mirrors reports that metal tools act as particularly resilient reservoirs of tobamovirus inoculum due to the strong adhesion of virions to steel surfaces, microscopic abrasions, sap residues, and oxidized films that protect particles from chemical inactivation [14,51]. Tobamovirus particles, which are rod-shaped and exceptionally stable [43,52], can remain infectious for months or even years on greenhouse equipment [5,48], and metal substrates provide ideal microenvironments for long-term viral persistence. The consistency of the pruning-shears effect across both hosts also aligns with findings that organic matter radically reduces the efficacy of aldehydes and QACs by neutralizing active molecules or preventing full contact with virions [16,37,41]. Immersion (dip) treatments worsen this limitation by prolonging exposure of the disinfectant to organic debris, accelerating chemical degradation—an effect well documented for TMV, CGMMV, and ToBRFV [8,12,17]. In contrast, plastic surfaces consistently showed low lesion counts in N. rustica and low systemic infection rates in tomato, confirming decades of evidence that smooth, inert, non-porous materials support greater disinfection efficiency [29,39]. This reinforces polyethylene greenhouse film as an ideal substrate for spray sanitation, providing predictable chemical–surface interactions and minimal organic interference. Despite physiological differences between N. rustica (local lesions) and tomato (systemic mosaic and deformation), the epidemiological relationship between residual inoculum and infection outcome was stable across species. Minor differences in lesion incidence translated into meaningful differences in systemic infection likelihood, illustrating the sensitivity of tomato infection dynamics to even trace amounts of virus—a property emphasized previously for ToBRFV and related tobamoviruses [5,53].
Together, the comparative evidence strongly supports the conclusion that N. rustica lesion assays coupled with IRR and Emax modeling provide reliable predictors of systemic infection risk in tomato. The alignment of these multi-layered assays emphasizes the need to prevent even minimal virion carryover, particularly on metallic tools used in pruning, deleafing, and grafting. These findings provide a robust, biologically coherent foundation for designing surface-specific, application-specific sanitation strategies to mitigate ToBRFV transmission in greenhouse production systems.

4.4. Effective ToBRFV Control Requires Surface- and Method-Specific Sanitation Strategies in Greenhouse Systems

The combined findings from Nicotiana rustica lesion assays and tomato systemic infection experiments clearly indicate that ToBRFV disinfection cannot rely on a single standardized protocol. Instead, effective sanitation requires surface-specific and method-specific approaches supported by the chemical properties of each disinfectant. High-efficacy virucides such as glutaraldehyde and 5°QAS consistently performed well across assays, even at low concentrations, aligning with prior reports on tobamovirus inactivation [8,12,17]. By contrast, metallic pruning shears repeatedly emerged as the most failure-prone surface due to virion adsorption, organic interference, and the chemical reactivity of metal surfaces [14,29]. These results emphasize that greenhouse sanitation programs must integrate tool-specific cleaning steps, mechanical removal of residues, and validated virucidal chemistries to prevent inadvertent spread of ToBRFV during pruning, deleafing, or harvesting. This study focused on controlled greenhouse simulations and a limited set of disinfectant products. Natural variability in field conditions—including fluctuating temperatures, humidity, organic load, and worker handling practices—may affect virucidal performance in commercial settings [20]. Additionally, the study did not assess long-term phytotoxicity, residue persistence, or the impacts of repeated disinfectant use on tool corrosion or worker safety. While N. rustica provides a sensitive bioindicator of mechanical transmission, extending evaluations to additional hosts or environmental matrices (e.g., water, soil, substrates) would further strengthen applicability. Future work should validate these findings under commercial production conditions and incorporate real-world sanitation workflows, including contact-time optimization, tool material engineering, and combined mechanical–chemical cleaning strategies. Comparative testing of novel disinfectants, oxidizing formulations, and emerging green chemistries—such as peroxyacids, stabilized chlorine dioxide, or plant-derived biocidal compounds—may provide safer and more sustainable alternatives to aldehydes and QACs [16]. Integrating environmental monitoring tools such as surface swabbing, qPCR-based sanitation audits, and digital decision-support systems could enable real-time assessment of ToBRFV contamination and guide adaptive disinfection strategies. Ultimately, efforts to reduce ToBRFV spread will benefit from a systems-level approach that couples effective sanitation, worker hygiene training, and early detection technologies across the greenhouse production chain.
Although this study provides a comprehensive assessment of disinfectant efficacy against ToBRFV across greenhouse-relevant surfaces, several important questions remain unresolved. The mechanisms underlying the reduced performance of chemical disinfectants on metallic pruning shears, for example, are still unclear. Whether this reduced efficacy is driven primarily by surface porosity, chemical reactivity, microabrasions that trap virions, or adsorption phenomena requires further physicochemical investigation. In addition, while 5°QAS and glutaraldehyde were highly effective on non-porous plastic, their performance under variable environmental conditions—such as fluctuating humidity, organic load, or high-contact operational settings—remains to be quantified. Another open question concerns the longevity of disinfectant protection: the duration for which treated surfaces remain noninfectious is still unknown. Future work should also evaluate formulation synergism, optimizing combinations of mechanical and chemical agents for improved inactivation. Finally, implementing disinfectant validation directly in commercial greenhouse workflows, including large-scale transmission assays and worker handling practices, will be essential to translate these findings into operational biosecurity guidelines. Addressing these unanswered questions will help refine sanitation protocols and strengthen integrated management strategies against ToBRFV.

5. Conclusions

This study demonstrates that the success of disinfecting surfaces contaminated with Tomato brown rugose fruit virus (ToBRFV) relies on the combined effects of disinfectant chemistry, surface characteristics, and application method. High-efficacy compounds such as glutaraldehyde and fifth-generation quaternary ammonium compounds (5°QACs) consistently outperformed lower-efficacy formulations, confirming their suitability for greenhouse sanitation protocols. However, disinfectant performance declined markedly on metallic tools, identifying pruning shears as a critical point of failure in the mechanical transmission pathway of ToBRFV. Multivariate modeling and dose–response analyses further showed that effective inactivation is not driven by concentration alone; instead, it reflects the strength and stability of chemical–surface interactions. Therefore, sanitation strategies for tomato brown rugose fruit virus should prioritize potent virucidal formulations, ensure appropriate surface preparation, and reinforce tool-specific disinfection procedures. When integrated with vigilant crop hygiene, the use of certified plant material, and the rapid removal of infected plants, these measures provide a practical and robust framework for reducing the spread of ToBRFV in protected tomato production systems. Validation assays conducted on Nicotiana rustica and tomato plants underscore the operational relevance of these recommendations for real-world horticultural environments.

Supplementary Materials

The following supporting information can be downloaded at https://www.mdpi.com/article/10.3390/agronomy16010015/s1: Figure S1: Digital–assisted detection and quantification of ToBRFV infection on Nicotiana rustica leaves. Leaves were mechanically inoculated using contaminated surfaces previously treated with disinfectants. The figure displays the best and worst performing doses for each product tested. Panels (a) show the original leaf images, (b) depict lesion segmentation performed with QuPath 0.6.0, and (c) illustrate lesion quantification and area measurement using ImageJ, which processed the segmented outputs to compute the percentage of infected tissue.; Figure S2: Variance vs. Mean Lesion Count by Treatment Group. Relationship between the mean and variance of lesion counts across treatment groups (stratified by surface type and product). Each point represents the mean and variance of lesions for a surface–product combination. The red dashed line denotes the Poisson expectation (variance = mean). Data points located above this line indicate overdispersion, supporting the use of a Negative Binomial model instead of a Poisson distribution for count data analysis. Pruning shears treatments (orange markers) show higher mean and variance values than plastic (blue markers), suggesting greater variability and higher lesion incidence on metallic surfaces.; Table S1: Disinfectant treatments evaluated for their effectiveness in inactivating infectious ToBRFV virions; Table S2: Disinfectant treatments evaluated for their effectiveness in inactivating infectious ToBRFV virions; Table S3: Emax analysis results.

Author Contributions

Conceptualization, K.A.-P., E.J.Z.-M. and I.M.M.-E.; methodology, C.L.M.-D., K.A.-P., E.J.Z.-M. and C.R.-V.; software, E.C.-C.; validation, E.C.-C., E.J.Z.-M. and K.A.-P.; formal analysis, K.A.-P. and E.C.-C.; investigation C.R.-V. and C.L.M.-D.; resources C.R.-V. and C.L.M.-D.; data curation E.C.-C. and K.A.-P.; writing—original draft preparation, K.A.-P., E.J.Z.-M. and E.C.-C.; writing—review and editing, K.A.-P. and E.J.Z.-M.; visualization, K.A.-P., E.C.-C. and E.J.Z.-M.; supervision, K.A.-P.; project administration, E.J.Z.-M. and I.M.M.-E.; funding acquisition E.J.Z.-M. and I.M.M.-E. All authors have read and agreed to the published version of the manuscript.

Funding

KAP (CVU 227919) and ECC (CVU 412653) received a fellowship from Secihti Mexico. The APC was funded by AMERICAN PHARMA SA DE CV.

Data Availability Statement

All analysis scripts are available at https://github.com/kap8416/DisinfectantsToBRFV (accessed on 19 November 2025) [54].

Acknowledgments

The authors acknowledge Rosemarie Hammond for providing the BioRender license used to create the figures included in this study.

Conflicts of Interest

The authors declare no conflicts of interest. The sponsors had no role in the design, execution, interpretation, or writing of the study.

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Figure 1. Diagram of the workflow used for calculating the severity of injuries and for calculating injury and severity statistics prior to tomato host bioassays. Image created with https://www.biorender.com (accessed on 17 November 2025).
Figure 1. Diagram of the workflow used for calculating the severity of injuries and for calculating injury and severity statistics prior to tomato host bioassays. Image created with https://www.biorender.com (accessed on 17 November 2025).
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Figure 2. Schematic representation of the experimental workflow used to evaluate disinfectant efficacy against ToBRFV on different surfaces. (1) Preparation of ToBRFV-positive inoculum by macerating infected tissue in phosphate buffer (1:10, w/v). (2) Artificial inoculation of surfaces: human hands, greenhouse plastic, and pruning shears by immersion in the inoculum. (3) Application of disinfectant treatments via backpack spraying or immersion. (4) Recovery of viral particles from treated surfaces using phosphate-buffered swabs. (5) Mechanical inoculation of Nicotiana rustica leaves with collected swabs, using carborundum as an abrasive. (6) Quantification of local lesions at 8 dpi. Image created with https://www.biorender.com, (accessed on 9 November 2025).
Figure 2. Schematic representation of the experimental workflow used to evaluate disinfectant efficacy against ToBRFV on different surfaces. (1) Preparation of ToBRFV-positive inoculum by macerating infected tissue in phosphate buffer (1:10, w/v). (2) Artificial inoculation of surfaces: human hands, greenhouse plastic, and pruning shears by immersion in the inoculum. (3) Application of disinfectant treatments via backpack spraying or immersion. (4) Recovery of viral particles from treated surfaces using phosphate-buffered swabs. (5) Mechanical inoculation of Nicotiana rustica leaves with collected swabs, using carborundum as an abrasive. (6) Quantification of local lesions at 8 dpi. Image created with https://www.biorender.com, (accessed on 9 November 2025).
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Figure 3. Experimental workflow for evaluating the efficacy of selected disinfectants in preventing ToBRFV mechanical transmission to tomato plants. (1) Symptomatic ToBRFV-infected tomato plants were used as the virus source. (2) Inoculum was transferred through mechanical contact via pruning tools or direct hand handling. (3) Disinfectant treatments were applied by spraying. (4) Healthy tomato plants (Solanum lycopersicum, saladette type) were inoculated by cutting with contaminated pruning shears or by manual handling. (5) Symptom development was monitored, and leaf samples were collected at 25 dpi for RNA extraction. (6) RT-PCR detection of ToBRFV was performed, followed by agarose gel electrophoresis for amplicon visualization. Image created with https://www.biorender.com (accessed on 9 November 2025).
Figure 3. Experimental workflow for evaluating the efficacy of selected disinfectants in preventing ToBRFV mechanical transmission to tomato plants. (1) Symptomatic ToBRFV-infected tomato plants were used as the virus source. (2) Inoculum was transferred through mechanical contact via pruning tools or direct hand handling. (3) Disinfectant treatments were applied by spraying. (4) Healthy tomato plants (Solanum lycopersicum, saladette type) were inoculated by cutting with contaminated pruning shears or by manual handling. (5) Symptom development was monitored, and leaf samples were collected at 25 dpi for RNA extraction. (6) RT-PCR detection of ToBRFV was performed, followed by agarose gel electrophoresis for amplicon visualization. Image created with https://www.biorender.com (accessed on 9 November 2025).
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Figure 4. Digital–assisted comparison of disinfectant performance against ToBRFV on N. rustica leaves. Leaves were mechanically inoculated using surfaces previously contaminated with the virus and treated with the evaluated disinfectants. The figure compares the best and worst performing treatments for each surface type (hands, pruning shears, and greenhouse plastic) and application method (spraying or dipping). Panels (a) show the original leaf images, (b) display lesion segmentation performed with QuPath 0.6.0, and (c) illustrate quantitative lesion area analysis obtained with ImageJ.
Figure 4. Digital–assisted comparison of disinfectant performance against ToBRFV on N. rustica leaves. Leaves were mechanically inoculated using surfaces previously contaminated with the virus and treated with the evaluated disinfectants. The figure compares the best and worst performing treatments for each surface type (hands, pruning shears, and greenhouse plastic) and application method (spraying or dipping). Panels (a) show the original leaf images, (b) display lesion segmentation performed with QuPath 0.6.0, and (c) illustrate quantitative lesion area analysis obtained with ImageJ.
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Figure 5. Average number of lesions and severity of injuries per disinfectant dose. (A) Mean number of lesions per treatment dose (±SD). (B) Mean severity of injuries (±SD) observed on N. rustica leaves after mechanical inoculation with ToBRFV-contaminated surfaces treated with different disinfectant formulations. Treatments varied in concentration and application type (hands, pruning shears, or plastic film). Bars represent mean values across replicates, and error bars indicate standard deviations. Higher lesion number and severity values correspond to increased ToBRFV infection and lower disinfectant efficacy.
Figure 5. Average number of lesions and severity of injuries per disinfectant dose. (A) Mean number of lesions per treatment dose (±SD). (B) Mean severity of injuries (±SD) observed on N. rustica leaves after mechanical inoculation with ToBRFV-contaminated surfaces treated with different disinfectant formulations. Treatments varied in concentration and application type (hands, pruning shears, or plastic film). Bars represent mean values across replicates, and error bars indicate standard deviations. Higher lesion number and severity values correspond to increased ToBRFV infection and lower disinfectant efficacy.
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Figure 6. Distribution of ToBRFV-induced lesions and injury severity across disinfectant treatments and doses. (A) Boxplot showing the distribution of lesion numbers per treatment and dose on N. rustica leaves after mechanical inoculation with ToBRFV-contaminated surfaces. (B) Corresponding percentage distribution of injury severity for each treatment and dose. Disinfectant formulations included soap, glutaraldehyde, hydrogen peroxide, quaternary ammonium salts (4th and 5th generation), and powdered milk. Boxes represent interquartile ranges, horizontal lines indicate medians, whiskers show variability outside the upper and lower quartiles, and dots denote outliers. Treatments with lower lesion counts and severity values indicate higher antiviral efficacy.
Figure 6. Distribution of ToBRFV-induced lesions and injury severity across disinfectant treatments and doses. (A) Boxplot showing the distribution of lesion numbers per treatment and dose on N. rustica leaves after mechanical inoculation with ToBRFV-contaminated surfaces. (B) Corresponding percentage distribution of injury severity for each treatment and dose. Disinfectant formulations included soap, glutaraldehyde, hydrogen peroxide, quaternary ammonium salts (4th and 5th generation), and powdered milk. Boxes represent interquartile ranges, horizontal lines indicate medians, whiskers show variability outside the upper and lower quartiles, and dots denote outliers. Treatments with lower lesion counts and severity values indicate higher antiviral efficacy.
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Figure 7. Relationship between disinfectant dose and ToBRFV infection parameters. (A) Spearman correlation between disinfectant dose and the average number of lesions observed on N. rustica leaves. (B) Spearman correlation between disinfectant dose and the average percentage of lesion severity. Each point represents the mean value for a given treatment and dose, with shaded areas indicating the 95% confidence intervals of the regression model. Although higher doses tended to slightly reduce the number and severity of lesions, the response varied depending on the active compound, with quaternary ammonium salts and powdered milk showing the most consistent dose-dependent protection.
Figure 7. Relationship between disinfectant dose and ToBRFV infection parameters. (A) Spearman correlation between disinfectant dose and the average number of lesions observed on N. rustica leaves. (B) Spearman correlation between disinfectant dose and the average percentage of lesion severity. Each point represents the mean value for a given treatment and dose, with shaded areas indicating the 95% confidence intervals of the regression model. Although higher doses tended to slightly reduce the number and severity of lesions, the response varied depending on the active compound, with quaternary ammonium salts and powdered milk showing the most consistent dose-dependent protection.
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Figure 8. Forest plot showing Incidence Rate Ratios (IRR) for ToBRFV leaf lesion formation across disinfectant products, surface types, and application methods relative to the plastic–spray baseline. IRR estimates were obtained from a negative binomial generalized linear model (NB-GLM), using plastic–spray as the reference category (IRR = 1), indicated by the vertical dashed line. Points represent the estimated IRR for each product × surface × method combination, while horizontal lines denote the corresponding 95% confidence intervals. Blue points indicate statistically significant increases in lesion incidence relative to the baseline (confidence interval excluding 1), whereas gray points indicate non-significant contrasts (confidence interval including 1).
Figure 8. Forest plot showing Incidence Rate Ratios (IRR) for ToBRFV leaf lesion formation across disinfectant products, surface types, and application methods relative to the plastic–spray baseline. IRR estimates were obtained from a negative binomial generalized linear model (NB-GLM), using plastic–spray as the reference category (IRR = 1), indicated by the vertical dashed line. Points represent the estimated IRR for each product × surface × method combination, while horizontal lines denote the corresponding 95% confidence intervals. Blue points indicate statistically significant increases in lesion incidence relative to the baseline (confidence interval excluding 1), whereas gray points indicate non-significant contrasts (confidence interval including 1).
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Figure 9. Dose–response analysis of disinfectant efficacy across surface–application method combinations. (A) Exploratory visualization of dose–response patterns pooling all surface–method conditions. Points represent individual experimental observations, and dashed lines correspond to linear fits included for descriptive purposes only. The reported R2 value reflects the overall explanatory power of dose on efficacy across heterogeneous surface–method combinations. (BE) Dose–response relationships for individual surface–method conditions: (B) hand–dip, (C) hand–spray, (D) plastic–spray, and (E) pruning shears–dip. In panels (BE), dashed curves represent nonlinear Emax model fits. The reported p values correspond to the Emax parameter and test whether the estimated maximum effect significantly differs from zero. Overall, the low R2 value in panel (A) and the non-significant p values observed in panels (BE) indicate the absence of a consistent dose-dependent increase in sanitation efficacy.
Figure 9. Dose–response analysis of disinfectant efficacy across surface–application method combinations. (A) Exploratory visualization of dose–response patterns pooling all surface–method conditions. Points represent individual experimental observations, and dashed lines correspond to linear fits included for descriptive purposes only. The reported R2 value reflects the overall explanatory power of dose on efficacy across heterogeneous surface–method combinations. (BE) Dose–response relationships for individual surface–method conditions: (B) hand–dip, (C) hand–spray, (D) plastic–spray, and (E) pruning shears–dip. In panels (BE), dashed curves represent nonlinear Emax model fits. The reported p values correspond to the Emax parameter and test whether the estimated maximum effect significantly differs from zero. Overall, the low R2 value in panel (A) and the non-significant p values observed in panels (BE) indicate the absence of a consistent dose-dependent increase in sanitation efficacy.
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Figure 10. Phenotypic and molecular confirmation of ToBRFV infection in tomato plants. (A) Representative tomato plants at 25 dpi following mechanical transmission via contaminated hands or pruning shears after disinfectant treatment. Subpanels in (A) show: (A) mock hands, (B) mock pruning shears, (C) 4°QAS–hands, (D) mock healthy plant, (E) powdered milk–pruning shears, (F) powdered milk–hands, (G) 5°QAS–pruning shears, (H) 5°QAS–hands, and (I) soap–pruning shears. Red arrows indicate mosaic symptoms and leaf narrowing. (B) RT-PCR detection of ToBRFV (475 bp) from tomato plants (lanes 1–8) inoculated via contaminated hands or pruning shears after disinfectant treatments. (–) negative control; (+) positive control.
Figure 10. Phenotypic and molecular confirmation of ToBRFV infection in tomato plants. (A) Representative tomato plants at 25 dpi following mechanical transmission via contaminated hands or pruning shears after disinfectant treatment. Subpanels in (A) show: (A) mock hands, (B) mock pruning shears, (C) 4°QAS–hands, (D) mock healthy plant, (E) powdered milk–pruning shears, (F) powdered milk–hands, (G) 5°QAS–pruning shears, (H) 5°QAS–hands, and (I) soap–pruning shears. Red arrows indicate mosaic symptoms and leaf narrowing. (B) RT-PCR detection of ToBRFV (475 bp) from tomato plants (lanes 1–8) inoculated via contaminated hands or pruning shears after disinfectant treatments. (–) negative control; (+) positive control.
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Table 1. Virion inactivation percentage of ToBRFV (relative to the corresponding infected mock treatment) for each evaluated product.
Table 1. Virion inactivation percentage of ToBRFV (relative to the corresponding infected mock treatment) for each evaluated product.
ProductVirion Inactivation Percentage.
Range and Average Values
Application Method with Highest EfficacySurface Type Retaining the Highest Active Virion Load
Powdered milk96–99.98%SprayingPruning shears
Soap89–99.96%SprayingPruning shears
5°QAS47–97.85%SprayingPruning shears
Hydrogen Peroxide13–98.75%SprayingPruning shears
Glutaraldehyde9–97.71%SprayingPruning shears
4°QAS22–66.35%SprayingHands
Table 2. Number of tomato plants infected with ToBRFV per treatment evaluated.
Table 2. Number of tomato plants infected with ToBRFV per treatment evaluated.
TreatmentFirst Symptom Appearance (dpi)Number of RT-PCR Positive/Negative Plants at 25 dpiPercentage of Infected Plants
Powdered milk 6%—Hands113/537.5%
Powdered milk 6%—Pruning shears112/625%
4°QAS 150 ppm—Hands
(Anglosan Cl®)
118/0100%
5°QAS 150 ppm. Hands112/625%
5°QAS 400 ppm. Pruning shears
(Sany Green®)
111/712.5%
Soap 15 mL/L. Pruning shears
(Bio Any Gel®)
114/450%
Infected. Mock-treatment. Hands68/0100%
Infected. Mock-treatment. Pruning shears78/0100%
Healthy. Mock-inoculated control-0/80%
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Zamora-Macorra, E.J.; Merino-Domínguez, C.L.; Ramos-Villanueva, C.; Mendoza-Espinoza, I.M.; Cadenas-Castrejón, E.; Aviña-Padilla, K. Analysis of Disinfectant Efficacy Against Tomato Brown Rugose Fruit Virus: Surface and Method Effects in Greenhouse Production. Agronomy 2026, 16, 15. https://doi.org/10.3390/agronomy16010015

AMA Style

Zamora-Macorra EJ, Merino-Domínguez CL, Ramos-Villanueva C, Mendoza-Espinoza IM, Cadenas-Castrejón E, Aviña-Padilla K. Analysis of Disinfectant Efficacy Against Tomato Brown Rugose Fruit Virus: Surface and Method Effects in Greenhouse Production. Agronomy. 2026; 16(1):15. https://doi.org/10.3390/agronomy16010015

Chicago/Turabian Style

Zamora-Macorra, Erika Janet, Crystal Linda Merino-Domínguez, Carlos Ramos-Villanueva, Irvin Mauricio Mendoza-Espinoza, Elizabeth Cadenas-Castrejón, and Katia Aviña-Padilla. 2026. "Analysis of Disinfectant Efficacy Against Tomato Brown Rugose Fruit Virus: Surface and Method Effects in Greenhouse Production" Agronomy 16, no. 1: 15. https://doi.org/10.3390/agronomy16010015

APA Style

Zamora-Macorra, E. J., Merino-Domínguez, C. L., Ramos-Villanueva, C., Mendoza-Espinoza, I. M., Cadenas-Castrejón, E., & Aviña-Padilla, K. (2026). Analysis of Disinfectant Efficacy Against Tomato Brown Rugose Fruit Virus: Surface and Method Effects in Greenhouse Production. Agronomy, 16(1), 15. https://doi.org/10.3390/agronomy16010015

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