In Vitro/In Silico Potential of High-Yield Essential Oils for Management of Postharvest Fungi
Abstract
1. Introduction
2. Materials and Methods
2.1. Plant Material
2.2. Hydrodistillation
2.3. Gas Chromatography-Mass Spectrometry Analysis (GC-MS)
2.4. Microorganisms
2.5. Antifungal Activity Tests
2.6. In Silico Analysis of Potential Antifungal Mechanisms of Volatile Compounds
2.7. Data Analysis
3. Results
3.1. Essential Oil Yield
3.2. Antifungal Activity
3.3. Chemical Composition of Essential Oils
3.4. In Silico Determination of Potential Antifungal Mechanisms
3.5. Grouping of Volatiles Based on Predicted Bioactivity Mechanism Profiles
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| GC-MS | Gas chromatography-mass spectrometry |
| HCA | Hierarchical cluster analysis |
| PCA | Principal component analysis |
| UV | Unit variance |
| SMILES | Simplified Molecular Input Line Entry System |
| PASS | Prediction of Activity Spectra for Substances |
References
- Blanckenberg, A.; Opara, U.L.; Fawole, O.A. Postharvest losses in quantity and quality of table grape (cv. Crimson Seedless) along the supply chain and associated economic, environmental and resource impacts. Sustainability 2021, 13, 4450. [Google Scholar] [CrossRef]
- Herrera-Cebreros, J.; Preciado-Rodríguez, J.; Robles-Parra, J. Impacto económico de las pérdidas postcosecha en los sistemas agrícolas: El sistema de uva de mesa. Rev. Iberoam. Tecnol. Postcosecha 2022, 23, 2C17. [Google Scholar]
- Agrios, G. Plant Pathology, 5th ed.; Elsevier Academic Press: Amsterdam, The Netherlands, 2005; 952p. [Google Scholar]
- Basso, C.; Sosa, M.; Lutz, M. Infecciones tempranas de Botrytis cinerea y Alternaria spp. y su relación con pudriciones postcosecha en pera D’anjou. Chil. J. Agric. Anim. Sci. 2022, 38, 318–334. [Google Scholar]
- Landero-Valenzuela, N.; Lara-Viveros, F.; Andrade-Hoyos, P.; Aguilar-Pérez, L.; Aguado, R. Alternativas para el control de Colletotrichum spp. Rev. Mex. Cienc. Agrícolas 2016, 7, 1189–1198. [Google Scholar] [CrossRef]
- McLaughlin, M.S.; Roy, M.; Abbasi, P.A.; Carisse, O.; Yurgel, S.N.; Ali, S. Why do we need alternative methods for fungal disease management in plants? Plants 2023, 12, 3822. [Google Scholar] [CrossRef]
- Alves, P.E.S.; de Figuerêdo, J.S.; Santos, F.P.; Furtado, P.V.; Andrade, T.J.; Júnior, J.S.; Lima, N.M.; Feitosa, C.M. Natural products from plants with antimicrobial action. In Promising Antimicrobials from Natural Products, 1st ed.; Rai, M., Kosalec, I., Eds.; Springer: Cham, Switzerland, 2022; Volume 1, pp. 183–198. [Google Scholar]
- Rojas-Amado, A.; Acero-Godoy, J. Comparación de la actividad antifúngica de los aceites esenciales del género Cinnamomum spp. contra fitopatógenos. Tecnol. Marcha 2023, 36, 3–19. [Google Scholar] [CrossRef]
- Alburqueque-Sousa, T.C.D.; Machado da Cunha, W.M.; Rosas, A.L.G.; Oppelt, C.Q.; Gandra, E.A.; Rombaldi, C.V.; Meinhart, A.D. Essential oils as natural sources for the control of Botrytis cinerea: Chemical composition and antifungal effect. Food Biosci. 2024, 62, 105516. [Google Scholar] [CrossRef]
- Álvarez-García, S.; Moumni, M.; Romanazzi, G. Antifungal activity of volatile organic compounds from essential oils against the postharvest pathogens Botrytis cinerea, Monilinia fructicola, Monilinia fructigena, and Monilinia laxa. Front. Plant Sci. 2023, 14, 1274770. [Google Scholar] [CrossRef]
- Ghrabi-Gammar, Z.; George, D.R.; Daoud-Bouattour, A.; Jilani, I.B.H.; Saad-Limam, S.B.; Sparagano, O.A. Screening of essential oils from wild-growing plants in Tunisia for their yield and toxicity to the poultry red mite, Dermanyssus gallinae. Ind. Crop. Prod. 2009, 30, 441–443. [Google Scholar] [CrossRef]
- Katekar, V.P.; Rao, A.B.; Sardeshpande, V.R. Review of the rose essential oil extraction by hydrodistillation: An investigation for the optimum operating condition for maximum yield. Sustain. Chem. Pharm. 2022, 29, 100783. [Google Scholar] [CrossRef]
- Cáceres, B.; Rozo, V.; García, E. Estudio de la calidad de aceites esenciales de orégano, tomillo y romero cultivados en Severino (El Carmen, Jujuy) recolectados en invierno y primavera. Rev. Fac. Cienc. Agrar. 2021, 14, 7–18. [Google Scholar]
- Munda, S.; Dutta, S.; Pandey, S.K.; Sarma, N.; Lal, M. Antimicrobial activity of essential oils of medicinal and aromatic plants of the North East India: A biodiversity hot spot. J. Essent. Oil Bear. Plants 2019, 22, 105–119. [Google Scholar] [CrossRef]
- Filimonov, D.A.; Lagunin, A.A.; Gloriozova, T.A.; Rudik, A.V.; Druzhilovskii, D.S.; Pogodin, P.V.; Poroikov, V.V. Prediction of biological activity spectra of organic compounds using web-resource PASS Online. Chem. Heterocycl. Compd. 2014, 3, 483–499. [Google Scholar] [CrossRef]
- Fernandes, H.P.; Salomé-Abarca, L.F.; Gonçalves-Pereira, R.; Brandão-Seibert, J.; Silva-Junior, G.J.; Das Graças-Fernandes da Silva, M.F.; Choi, Y.H. Metabolomic investigation of Citrus latifolia and the putative role of coumarins in resistance to black spot disease. Front. Mol. Biosci. 2022, 9, 934401. [Google Scholar] [CrossRef]
- Montachana, I. Evaluación del Efecto Antifúngico del Microencapsulado de Aceite Esencial Extraído de Schinnus molle Sobre Hongos Fitopatógenos de Interés Agrícola. Bachelor’s Thesis, Facultad de Ciencia e Ingeniería en Alimentos y Biotecnología, Universidad Técnica de Ambato, Ambato, Ecuador, 2024. [Google Scholar]
- Oscco, H.O. Actividad Insecticida y Repelente del Aceite Esencial de Los Frutos de Molle (Schinus molle L.) en Gorgojos (Acanthoscelides obtectus) de Frijol (Phaseolus vulgaris L.) en Condición de Almacenamiento. Bachelor’s Thesis, Facultad de Ingeniería, Universidad Nacional Micaela Bastidas de Apurímac, Abancay, Peru, 2019. [Google Scholar]
- Cuzco, S.G. Evaluación del Rendimiento Extractivo del Aceite Esencial de Los Frutos y Hojas de la Pimienta Gorda (Pimenta dioica (L.) Merrill.), Cultivada en la Región Norte de Guatemala, Mediante Técnica de Destilación Por Arrastre Con Vapor a Escala Planta Piloto y su Caracterización Fisicoquímica. Bachelor’s Thesis, Facultad de Ingeniería, Universidad de San Carlos de Guatemala, Guatemala City, Guatemala, 2019. [Google Scholar]
- Carías, V.K. Evaluación del Rendimiento de la Extracción y Caracterización Fisicoquímica del Aceite Esencial Obtenido de Hojas y Frutos de la Pimienta gorda (Pimenta dioica (L.) Merrill), Cultivada en Alta Verapaz y Petén realizado a Escala Laboratorio. Bachelor’s Thesis, Facultad de Ingeniería, Universidad de San Carlos de Guatemala, Guatemala City, Guatemala, 2017. [Google Scholar]
- Valverde, T.Y.; Leonardo, L.J. Extracción y Caracterización del Aceite Esencial del Romero (Rosmarinus officinalis) Por el Método de Arrastre de Vapor Obtenida en Estado Fresco y Secado Convencional. Bachelor’s Thesis, Facultad de Ciencias Aplicadas, Universidad Nacional del Centro del Perú, Huancayo, Peru, 2011. [Google Scholar]
- Geng, S.; Cui, Z.; Huang, X.; Chen, Y.; Xu, D.; Xiong, P. Variations in essential oil yield and composition during Cinnamomum cassia bark growth. Ind. Crop. Prod. 2011, 33, 248–252. [Google Scholar] [CrossRef]
- Caballero, C.; Castro, S. Análisis in vitro de la actividad biológica de aceites esenciales de orégano y tomillo en hongos fitopatógenos del arroz (Oryza sativa L.). Rev. Interdiscip. Estud. Cienc. Básicas Ing. 2018, 5, 3. [Google Scholar]
- Pérez, F.E.; Lombardo, P.; Umpiérrez, N.; Minteguiaga, M.; Alves, P.; Blanco, O.; Guimaraens, A.; Rodríguez, F.; Pardo, H.; Dellacassa, E. Aceites esenciales de plantas nativas que controlan enfermedades de postcosecha de los cítricos. Rev. INIA 2015, 40, 526–556. [Google Scholar]
- Šernaitė, L.; Rasiukevičiūtė, N.; Dambrauskienė, E.; Viškelis, P.; Valiuškaitė, A. Biocontrol of strawberry pathogen Botrytis cinerea using plant extracts and essential oils. Zemdirb.-Agric. 2020, 107, 147–152. [Google Scholar] [CrossRef]
- Lam-Gutiérrez, A.; Ayora-Talavera, T.; Garrido-Ramírez, E.R.; Ruíz-Valdiviezo, V.M.; Guzmán-Albores, J.M.; Cristóbal-Alejo, J. Chemical composition and antifungal activity of essential oils extracted from Pimenta dioica and Piper auritum leaves grown in Mexico. Cogent Food Agric. 2024, 10, 2356935. [Google Scholar] [CrossRef]
- Do Prado, A.C.; Garces, H.G.; Bagagli, E.; Rall, V.L.M.; Furlanetto, A.; Fernandes Junior, A.; Furtado, F.B. Schinus molle essential oil as a potential source of bioactive compounds: Antifungal and antibacterial properties. J. Appl. Microbiol. 2019, 126, 516–522. [Google Scholar] [CrossRef]
- Yuan, T.; Hua, Y.; Zhang, D.; Yan, C.; Lai, Y.; Li, M.; Chen, Y. Efficacy and antifungal mechanism of rosemary essential oil against Colletotrichum gloeosporioides. Forests 2024, 15, 377. [Google Scholar] [CrossRef]
- He, J.; Wu, D.; Zhang, Q.; Chen, H.; Li, H.; Han, Q.; Qin, W. Efficacy and mechanism of cinnamon essential oil on inhibition of Colletotrichum acutatum isolated from ‘Hongyang’ kiwifruit. Front. Microbiol. 2018, 9, 1288. [Google Scholar] [CrossRef] [PubMed]
- Chávez-Magdaleno, M.; Gutiérrez-Martínez, P.; Montaño-Leyva, B.; González-Estrada, R. Evaluación in vitro del quitosano y aceites esenciales para el control de dos especies patógenas de Colletotrichum aisladas de aguacate (Persea americana Mill). TIP Rev. Espec. Cienc. Quím.-Biol. 2019, 22, 1–8. [Google Scholar] [CrossRef]
- Ramírez, G.A.; López, B.O.; Espinosa, Z.S.; Wong, V.A. Actividad antifúngica de hidrodestilados y aceites sobre Alternaria solani, Fusarium oxysporum y Colletotrichum gloesporioides. Rev. Mex. Cienc. Agrícolas 2016, 7, 1879–1891. [Google Scholar] [CrossRef][Green Version]
- Melendez, G.N. Recubrimiento Polimérico a Base de Goma Guar, Cera de Candelilla y Aceites Esenciales en Frutos de Mango en Postcosecha. Master’s Thesis, Departamento de Fitotecnia, Universidad Autónoma Chapingo, Texcoco, Mexico, 2018. [Google Scholar]
- Chávez-Magdaleno, M.; Luque-Alcaraz, A.; Gutiérrez-Martínez, P.; Cortez-Rocha, M.; Burgos-Hernández, A.; Lizardi-Mendoza, J.; Plascencia-Jatomea, M. Effect of chitosan-pepper tree (Schinus molle) essential oil biocomposites on the growth kinetics, viability and membrane integrity of Colletotrichum gloeosporioides. Rev. Mex. Ing. Quím. 2018, 17, 29–45. [Google Scholar] [CrossRef]
- Khwaza, V.; Aderibigbe, B.A. Antifungal activities of natural products and their hybrid molecules. Pharmaceutics 2023, 15, 2673. [Google Scholar] [CrossRef]
- Zulu, L.; Gao, H.; Zhu, Y.; Wu, H.; Xie, Y.; Liu, X.; Yao, H.; Rao, Q. Antifungal effects of seven plant essential oils against Penicillium digitatum. Chem. Biol. Technol. Agric. 2023, 10, 82. [Google Scholar] [CrossRef]
- Neri, F.; Mari, M.; Brigati, S. Control of Penicillium expansum by plant volatile compounds. Plant Pathol. 2006, 55, 100–105. [Google Scholar] [CrossRef]
- Huang, F.; Kong, J.; Ju, J.; Zhang, Y.; Guo, Y.H.; Cheng, Y.L.; Qian, H.; Xie, Y.F.; Yao, W.Y. Membrane damage mechanism contributes to inhibition of trans-cinnamaldehyde on Penicillium italicum using surface-enhanced Raman spectroscopy (SERS). Sci. Rep. 2019, 9, 490. [Google Scholar] [CrossRef]
- Guo, H.; Qin, X.; Wu, Y.; Yu, W.; Liu, J.; Xi, Y.; Dou, G.; Wang, L.; Xiao, H. Biocontrol of gray mold of cherry tomatoes with the volatile organic monomer from Hanseniaspora uvarum, trans-cinnamaldehyde. Food Bioprocess Technol. 2019, 12, 1809–1820. [Google Scholar] [CrossRef]
- De Oliveira-Pereira, F.; Mendes, J.M.; De Oliveira-Lima, E. Investigation on mechanism of antifungal activity of eugenol against Trichophyton rubrum. Med. Mycol. 2013, 51, 507–513. [Google Scholar] [CrossRef] [PubMed]
- Wang, Y.; Yang, Q.; Zhao, F.; Li, M.; Ju, J. Synergistic antifungal mechanism of eugenol and citral against Aspergillus niger: Molecular Level. Ind. Crops Prod. 2024, 213, 118435. [Google Scholar] [CrossRef]
- Wang, C.; Zhang, J.; Chen, H.; Fan, Y.; Shi, Z. Antifungal activity of eugenol against Botrytis cinerea. Trop. Plant Pathol. 2010, 35, 137–143. [Google Scholar] [CrossRef]
- Tan, Q.; Pu, J.; Zhang, M.; Chen, Z.; Li, X.; Zhu, Z.; Zhang, H. Eugenol targets laccase Cglac4 to subvert the pathogenicity of Colletotrichum gloeosporioides and control the postarvest fruit anthracnose. Postharvest Biol. Technol. 2025, 221, 113319. [Google Scholar] [CrossRef]
- Kong, W.; Huo, H.; Gu, Y.; Cao, Y.; Wang, J.; Liang, J.; Niu, S. Antifungal activity of camphor against four phytopathogens of Fusarium. S. Afr. J. Bot. 2022, 148, 437–445. [Google Scholar] [CrossRef]
- Zhang, J.H.; Sun, H.L.; Chen, S.Y.; Zeng, L.I.; Wang, T.T. Anti-fungal activity, mechanism studies on α-Phellandrene and Nonanal against Penicillium cyclopium. Bot. Stud. 2017, 58, 13. [Google Scholar] [CrossRef]
- Bassolé, I.H.N.; Juliani, H.R. Essential oils in combination and their antimicrobial properties. Molecules 2012, 17, 3989–4006. [Google Scholar] [CrossRef]
- Połeć, K.; Broniatowski, M.; Wydro, P.; Hąc-Wydro, K. The impact of β-myrcene–the main component of the hop essential oil–on the lipid films. J. Mol. Liq. 2020, 308, 113028. [Google Scholar] [CrossRef]
- Albayrak, G.; Yörük, E.; Teker, T.; Sefer, Ö. Investigation of antifungal activities of myrcene on Fusarium reference strains. Arch. Microbiol. 2023, 205, 82. [Google Scholar] [CrossRef]
- Gallucci, M.N.; Oliva, M.; Casero, C.; Dambolena, J.; Luna, A.; Zygadlo, J.; Demo, M. Antimicrobial combined action of terpenes against the food-borne microorganisms Escherichia coli, Staphylococcus aureus and Bacillus cereus. Flavour Fragr. J. 2009, 24, 348–354. [Google Scholar] [CrossRef]
- Lehár, J.; Krueger, A.S.; Avery, W.; Heilbut, A.M.; Johansen, L.M.; Price, E.R.; Rickles, R.J.; Iii, G.F.S.; E Staunton, J.; Jin, X.; et al. Synergistic drug combinations tend to improve therapeutically relevant selectivity. Nat. Biotechnol. 2009, 27, 659–666. [Google Scholar] [CrossRef] [PubMed]
- Chaachouay, N. Synergy, additive effects, and antagonism of drugs with plant bioactive compounds. Drugs Drug Candidates 2025, 4, 4. [Google Scholar] [CrossRef]
- Black, V.H.; Sanjay, A.; van Leyen, K.; Lauring, B.; Kreibich, G. Cholesterol and steroid synthesizing smooth endoplasmic reticulum of adrenocortical cells contains high levels of proteins associated with the translocation channel. Endocrinology 2005, 146, 4234–4249. [Google Scholar] [CrossRef] [PubMed][Green Version]
- Remigante, A.; Gavazzo, P.; Morabito, R.; Dossena, S. Ion transporters and channels in cellular pathophysiology. Front. Cell Dev. Biol. 2022, 10, 1049433. [Google Scholar] [CrossRef]
- Vidossich, P.; Alfonso-Prieto, M.; Rovira, C. Catalases versus peroxidases: DFT investigation of H2O2 oxidation in models systems and implications for heme protein engineering. J. Inorg. Biochem. 2012, 117, 292–297. [Google Scholar] [CrossRef]
- Pellon, A.; Begum, N.; Sadeghi Nasab, S.D.; Harzandi, A.; Shoaie, S.; Moyes, D.L. Role of cellular metabolism during Candida-host interactions. Pathogens 2022, 11, 184. [Google Scholar] [CrossRef]
- Dilokpimol, A.; Mäkelä, M.R.; Aguilar-Pontes, M.V.; Benoit-Gelber, I.; Hildén, K.S.; de Vries, R.P. Diversity of fungal feruloyl esterases: Updated phylogenetic classification, properties, and industrial applications. Biotechnol. Biofuels 2016, 9, 231. [Google Scholar] [CrossRef]
- Wang, Y.; Fan, J.; Zhou, Z.; Goldman, G.H.; Lu, L.; Zhang, Y. Histone acetyltransferase Sas3 contributes to fungal development, cell wall integrity, and virulence in Aspergillus fumigatus. Appl. Environ. Microbiol. 2024, 90, e01885-23. [Google Scholar] [CrossRef]
- De Oliveira, M.V.D.; Calandrini, G.; Souza da Costa, C.H.; da Silva de Souza, C.G.; Alves, C.N.; Silva, J.R.A.; Lima, A.H.; Lameira, J. Evaluating cutinase from Fusarium oxysporum as a biocatalyst for the degradation of nine synthetic polymer. Sci. Rep. 2025, 15, 2887. [Google Scholar] [CrossRef]
- Castro-Ochoa, D.; Peña-Montes, C.; Farrés, A. Producción y características de cutinasas: Una alternativa interesante para biocatálisis a nivel industrial. Tip Rev. Espec. Cienc. Quím.-Biol. 2010, 13, 16–25. [Google Scholar]






| Compound | Score Match (%) | C. verum | P. dioica | S. molle | S. rosmarinus |
|---|---|---|---|---|---|
| Monoterpenoids | |||||
| Tricylene | 93 | nd | nd | nd | 0.27 ± 0.09 |
| β-Thujene | 93 | 0.46 ± 0.06 | nd | nd | nd |
| α-Thujene | 95 | nd | nd | nd | 0.28 ± 0.02 |
| α-Pinene * | 96 | 1.82 ± 0.16 | 0.16 ± 0.01 | 4.07 ± 0.05 | 11.66 ± 1.09 |
| Camphene * | 97 | 0.86 ± 0.08 | nd | nd | 4.79 ± 0.53 |
| Sabinene isomer | 95 | 0.08 ± 0.02 | 0.31 ± 0.01 | 0.12 ± 0.00 | nd |
| β-Pinene * | 97 | 0.61 ± 0.06 | 0.17 ± 0.01 | 0.18 ± 0.01 | 5.23 ± 0.24 |
| β-Myrcene * | 95 | 0.28 ± 0.04 | 19.41 ± 0.37 | 25.81 ± 0.70 | 12.45 ± 0.46 |
| α-Phellandrene * | 91 | 2.75 ± 0.33 | nd | 33.56 ± 0.39 | 1.88 ± 0.19 |
| 3-Carene * | 95 | 0.12 ± 0.01 | nd | nd | nd |
| Terpinolene | 97 | 2.73 ± 0.30 | nd | nd | nd |
| α-Terpinene | 96 | nd | 0.17 ± 0.00 | nd | 0.63 ± 0.02 |
| o-Cymene * | 97 | 2.09 ± 0.17 | nd | 6.06 ± 0.31 | 0.53 ± 0.02 |
| β-Terpinene | 81 | nd | nd | 24.18 ± 0.26 | 5.84 ± 0.10 |
| Sabinene isomer | 94 | 9.85 ± 1.02 | nd | nd | nd |
| D-Limonene * | 98 | nd | 0.57 ± 0.01 | nd | nd |
| Eucalyptol * | 99 | 0.36 ± 0.02 | 3.15 ± 0.04 | 0.37 ± 0.08 | 16.43 ± 0.86 |
| (E)-β-ocimene * | 97 | 0.16 ± 0.02 | nd | nd | nd |
| (Z)-β-ocimene * | 98 | 0.17 ± 0.03 | 3.45 ± 0.12 | nd | nd |
| γ-Terpinene * | 96 | 0.36 ± 0.04 | 0.23 ± 0.01 | nd | 1.54 ± 0.02 |
| Terpinolene | 98 | 0.20 ± 0.07 | 0.41 ± 0.09 | 0.12 ± 0.01 | 0.56 ± 0.02 |
| Cyclofenchene | 89 | nd | 0.57 ± 0.01 | nd | 0.55 ± 0.03 |
| (+)-2-Bornanone * | 98 | nd | nd | nd | 26.15 ± 0.52 |
| endo-Borneol | 97 | nd | nd | nd | 2.60 ± 0.05 |
| Pinocamphone | 96 | nd | nd | nd | 0.27 ± 0.02 |
| trans-Verbenone | 96 | nd | nd | nd | 0.22 ± 0.06 |
| Terpinen-4-ol | 97 | 1.12 ± 0.12 | 0.56 ± 0.00 | nd | 1.27 ± 0.08 |
| α-Terpineol * | 91 | 0.82 ± 0.05 | 0.44 ± 0.01 | nd | 1.40 ± 0.21 |
| Copaene | 99 | 0.31 ± 0.04 | 0.06 ± 0.02 | nd | nd |
| α-Gurjunene | 86 | nd | nd | 0.22 ± 0.03 | nd |
| Bornyl acetate | 99 | nd | nd | nd | 3.69 ± 0.07 |
| Sesquiterpenoids | |||||
| (E)-β-caryophyllene * | 99 | 5.41 ± 0.56 | 1.89 ± 0.55 | 0.47 ± 0.12 | 0.64 ± 0.05 |
| Humulene | 96 | 1.03 ± 0.08 | 0.50 ± 0.02 | 0.13 ± 0.02 | 0.17 ± 0.02 |
| Germacrene D | 97 | nd | 0.24 ± 0.01 | 0.34 ± 0.03 | nd |
| Bicyclogermacrene | 98 | nd | nd | 0.45 ± 0.15 | nd |
| γ-muurolene | 90 | nd | nd | 0.12 ± 0.05 | nd |
| δ-cadinene | 96 | nd | nd | 0.73 ± 0.18 | nd |
| Benzene derivatives | |||||
| Benzaldehyde * | 97 | 0.35 ± 0.02 | nd | nd | nd |
| Propanalbenzene | 98 | 0.69 ± 0.05 | nd | nd | nd |
| (Z)-3-Phenylacrilaldehyde | 98 | 0.76 ± 0.26 | nd | nd | nd |
| (E)-Cynnamaldehyde * | 98 | 49.03 ± 2.70 | nd | nd | nd |
| Eugenol * | 98 | 2.49 ± 0.55 | 34.67 ± 0.36 | nd | nd |
| Methyleugenol * | 99 | nd | 31.60 ± 0.64 | nd | nd |
| 3-Phenylpropil formiate | 91 | 0.29 ± 0.03 | nd | nd | nd |
| Cinnamyl acetate * | 97 | 7.69 ± 0.38 | nd | nd | nd |
| Benzylbenzoate | 98 | 0.25 ± 0.02 | nd | nd | nd |
| Fatty acid | |||||
| Octanoic acid | 90 | nd | nd | 1.24 ± 0.08 | nd |
| Potential Mechanism of Action | α-Pi | α-Ph | Eugl | Meug | Cial | Ciac | β-My | Eucl | Born | β-Te | Cary | o-cy | Sabi | β-oc |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Sugar-phosphatase inhibitor | 0.611 | nd | 0.513 | 0.528 | 0.758 | 0.791 | nd | nd | 0.577 | 0.663 | 0.433 | nd | 0.545 | 0.777 |
| Fatty-acyl-CoA synthase inhibitor | 0.55 | 0.612 | 0.714 | 0.70 | 0.758 | 0.69 | nd | 0.513 | 0.513 | 0.589 | 0.363 | 0.764 | 0.438 | 0.929 |
| Steroid N-acetylglucosaminyltransferase inhibitor | 0.481 | nd | nd | nd | 0.424 | nd | nd | 0.505 | 0.567 | 0.453 | 0.457 | 0.535 | 0.515 | 0.695 |
| Phospholipid-translocating ATPase inhibitor | 0.452 | nd | nd | nd | nd | nd | nd | 0.448 | 0.386 | nd | nd | nd | 0.353 | 0.581 |
| Chloride peroxidase inhibitor | 0.446 | 0.401 | nd | 0.532 | 0.708 | 0.601 | nd | nd | nd | nd | nd | nd | nd | nd |
| Membrane permeability inhibitor | 0.428 | 0.671 | nd | 0.701 | 0.615 | 0.658 | nd | nd | 0.508 | 0.634 | 0.373 | 0.781 | 0.548 | 0.635 |
| H+-exporting ATPase inhibitor | 0.416 | 0.73 | nd | nd | 0.648 | nd | nd | 0.47 | nd | 0.506 | nd | 0.672 | nd | 0.305 |
| GABA aminotransferase inhibitor | 0.39 | nd | nd | nd | 0.604 | 0.563 | 0.508 | nd | 0.429 | 0.322 | 0.32 | nd | 0.308 | 0.587 |
| Cl--transporting ATPase inhibitor | 0.365 | 0.429 | nd | nd | 0.596 | 0.645 | nd | 0.408 | 0.387 | 0.558 | nd | 0.684 | 0.361 | 0.776 |
| Oxidizing agent | 0.344 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| Steroid 17-alpha-hydroxylase/17,20 lyase inhibitor | 0.342 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| NADH kinase inhibitor | 0.342 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| Na+-transporting two-sector ATPase inhibitor | 0.341 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.54 | nd | 0.392 |
| Feruloyl esterase inhibitor | 0.334 | 0.426 | 0.876 | 0.831 | 0.953 | 0.914 | 0.489 | 0.343 | nd | 0.404 | nd | 0.764 | nd | 0.611 |
| Centromere associated protein inhibitor | 0.321 | 0.402 | nd | nd | nd | nd | nd | 0.381 | nd | nd | nd | nd | nd | nd |
| Linoleate diol synthase inhibitor | nd | 0.56 | 0.859 | 0.707 | nd | 0.483 | 0.368 | 0.32 | nd | nd | nd | 0.726 | 0.37 | 0.472 |
| CDP-glycerol glycerophosphotransferase inhibitor | nd | 0.328 | 0.668 | 0.64 | nd | nd | nd | 0.44 | nd | nd | nd | nd | nd | 0.742 |
| GABA aminotransferase inhibitor | nd | nd | 0.619 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| General pump inhibitor | nd | 0.559 | 0.608 | 0.564 | nd | 0.733 | nd | nd | nd | nd | nd | nd | nd | nd |
| Glycerol-3-phosphate dehydrogenase inhibitor | nd | nd | 0.559 | 0.48 | 0.48 | nd | nd | nd | nd | nd | nd | nd | nd | 0.379 |
| Peroxidase inhibitor | nd | nd | 0.548 | nd | nd | nd | nd | nd | nd | nd | nd | 0.472 | nd | nd |
| Histone acetyltransferase inhibitor | nd | nd | 0.449 | 0.333 | nd | 0.336 | nd | nd | nd | nd | nd | nd | nd | nd |
| Transcription factor inhibitor | nd | nd | 0.387 | 0.348 | nd | nd | nd | nd | nd | nd | 0.417 | nd | 0.523 | nd |
| Cl--transporting ATPase inhibitor | nd | nd | 0.327 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| H+-transporting two-sector ATPase inhibitor | nd | 0.717 | nd | nd | nd | nd | nd | nd | nd | 0.355 | nd | 0.334 | nd | nd |
| Membrane integrity antagonist | nd | 0.642 | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.712 | nd | nd |
| Membrane permeability enhancer | nd | 0.499 | nd | nd | nd | nd | 0.486 | 0.379 | 0.415 | 0.467 | 0.359 | 0.516 | 0.481 | 0.49 |
| Apoptosis agonist | nd | nd | nd | 0.713 | 0.906 | 0.42 | nd | nd | 0.472 | 0.63 | 0.867 | nd | 0.538 | 0.853 |
| Glycerol-3-phosphate oxidase inhibitor | nd | nd | nd | 0.373 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| Sterol 3-beta-glucosyltransferase inhibitor | nd | nd | nd | nd | 0.341 | nd | 0.314 | nd | nd | nd | nd | nd | nd | nd |
| RNA-directed RNA polymerase inhibitor | nd | nd | nd | nd | 0.396 | 0.407 | nd | 0.329 | nd | nd | nd | 0.355 | nd | nd |
| Mitochondrial intermediate peptidase inhibitor | 0.423 | nd | nd | nd | nd | 0.405 | nd | nd | nd | nd | nd | nd | nd | nd |
| Steroid synthesis inhibitor | nd | nd | nd | nd | 0.424 | 0.45 | nd | 0.429 | 0.338 | nd | nd | 0.363 | nd | nd |
| Mitochondrial processing peptidase inhibitor | nd | nd | nd | nd | 0.432 | nd | nd | nd | nd | nd | nd | 0.32 | nd | nd |
| tRNA nucleotidyltransferase inhibitor | nd | nd | nd | nd | 0.433 | 0.398 | nd | nd | nd | nd | nd | 0.485 | nd | 0.33 |
| Catalase inhibitor | nd | nd | nd | nd | 0.442 | nd | nd | nd | nd | nd | nd | nd | nd | nd |
| Pyruvate decarboxylase inhibitor | nd | nd | nd | nd | 0.656 | 0.718 | nd | nd | nd | nd | nd | nd | nd | nd |
| Protein-disulfide reductase (glutathione) inhibitor | nd | nd | nd | nd | 0.774 | nd | nd | nd | 0.434 | 0.485 | nd | nd | 0.525 | 0.719 |
| Fumarate reductase (NADH) inhibitor | nd | nd | nd | nd | nd | 0.588 | nd | nd | nd | nd | nd | 0.339 | nd | nd |
| Glycerol dehydratase inhibitor | nd | nd | nd | nd | nd | 0.432 | nd | nd | nd | nd | nd | nd | nd | nd |
| ATPase inhibitor | nd | nd | nd | nd | nd | 0.317 | nd | nd | nd | nd | nd | nd | nd | nd |
| Fumarate reductase (NADH) inhibitor | nd | nd | nd | nd | nd | nd | 0.443 | nd | nd | nd | nd | nd | nd | nd |
| Squalene synthetase inhibitor | nd | nd | nd | nd | nd | nd | 0.437 | nd | nd | nd | nd | nd | nd | nd |
| Malate oxidase inhibitor | nd | nd | nd | nd | nd | nd | 0.34 | nd | nd | 0.327 | nd | 0.433 | nd | 0.396 |
| Na+-transporting two-sector ATPase inhibitor | nd | nd | nd | nd | nd | nd | 0.316 | 0.411 | nd | 0.471 | nd | nd | 0.371 | nd |
| CDP-diacylglycerol-glycerol-3-phosphate 3-phosphatidyltransferase inhibitor | nd | nd | nd | nd | nd | nd | nd | 0.351 | nd | nd | nd | nd | 0.3 | 0.457 |
| DNA ligase (ATP) inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | 0.367 | nd | 0.345 | nd | 0.326 | nd |
| Electron-transferring-flavoprotein dehydrogenase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | 0.499 | 0.625 | nd | nd | 0.475 | 0.687 |
| NADH kinase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | 0.363 | nd | nd | nd | nd | 0.695 |
| Ribulose-phosphate 3-epimerase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | 0.549 | 0.668 | nd | 0.772 | 0.525 | 0.69 |
| Cutinase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.411 | nd | nd | nd | 0.565 |
| Linoleoyl-CoA desaturase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.446 | nd | 0.358 |
| Sodium channel blocker class Ib | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.479 | nd | nd |
| Oxidoreductase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.392 | 0.631 |
| Mevalonate kinase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.437 |
| Fatty acid synthase inhibitor | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | 0.336 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Pineda-Ríos, J.M.; Ruiz-Aguilar, D.A.; Morales-Galván, Ó.; Arévalo-Galarza, M.d.L.C.; López-Romero, R.M.; Ayala-Escobar, V.; Vázquez-Sánchez, M.; Salomé-Abarca, L.F. In Vitro/In Silico Potential of High-Yield Essential Oils for Management of Postharvest Fungi. Metabolites 2026, 16, 239. https://doi.org/10.3390/metabo16040239
Pineda-Ríos JM, Ruiz-Aguilar DA, Morales-Galván Ó, Arévalo-Galarza MdLC, López-Romero RM, Ayala-Escobar V, Vázquez-Sánchez M, Salomé-Abarca LF. In Vitro/In Silico Potential of High-Yield Essential Oils for Management of Postharvest Fungi. Metabolites. 2026; 16(4):239. https://doi.org/10.3390/metabo16040239
Chicago/Turabian StylePineda-Ríos, José Manuel, Danae Abigail Ruiz-Aguilar, Óscar Morales-Galván, Ma. de Lourdes Catalina Arévalo-Galarza, Rosa María López-Romero, Victoria Ayala-Escobar, Monserrat Vázquez-Sánchez, and Luis Francisco Salomé-Abarca. 2026. "In Vitro/In Silico Potential of High-Yield Essential Oils for Management of Postharvest Fungi" Metabolites 16, no. 4: 239. https://doi.org/10.3390/metabo16040239
APA StylePineda-Ríos, J. M., Ruiz-Aguilar, D. A., Morales-Galván, Ó., Arévalo-Galarza, M. d. L. C., López-Romero, R. M., Ayala-Escobar, V., Vázquez-Sánchez, M., & Salomé-Abarca, L. F. (2026). In Vitro/In Silico Potential of High-Yield Essential Oils for Management of Postharvest Fungi. Metabolites, 16(4), 239. https://doi.org/10.3390/metabo16040239

