Submitted:
14 June 2024
Posted:
17 June 2024
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Characteristics of the Area of Research and Plant Material

2.2. Cultivation Scheme

- sulphur—12.5 kg ha-1,
- copper (copper oxychloride and copper hydroxide)—1.75 kg ha-1
- potassium carbonate—17.5 kg ha-1,
- potassium grey soap—4 kg ha-1.
- metalaxyl-M (a compound of the phenylacetamide group 3.8%) and mancozeb (a compound of the dithiocarbamate group 64%)—2.25 kg ha-1;
- cyflufenamid (a compound of the phenylacetamide group 5.32%)—0.3 kg ha-1;
- cyprodinil (a compound of the anilinopyrimidine group 37.5%) and fludioxonil (a compound of the phenylpyrrole group 25%)—1.2 kg ha-1.
2.3. Bacteria and Fungi Microbiome Analysis
2.4. Must Quality
2.5. Mycotoxin Detection
2.6. Detection of Pesticide Residues
2.7. Statistical Analysis
3. Results
3.1. The Grape Microbiome
3.1.1. Bacteria
3.1.2. Fungi
3.2. Residues of Active Substances of Pesticides in Must
3.3. Mycotoxins
3.3.1. Mycotoxins in Must (Chemical Analysis)
3.3.2. Load of Mycotoxin-Producing Fungi (Molecular Analysis)
3.4. Chemical and Health-Promoting Constituents in Musts
3.5. Technological Parameters of Must
3.6. Influence of the Sampling Site in Relation to the Variants
3.7. Relationships between Variables

4. Discussion
4.1. Influence of the Viticultural System on the Microbiome
4.2. Influence of Viticultural System (CV and EV) on the Activity of Toxigenic Fungi—Mycotoxin Secretion
Influence of Viticulture Method on the Presence of Pesticide Residues

4.3. Influence of the Wine Farming Method on the Polyphenol Content and on the Functional Characteristics of the Must
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Bacteria (16S rRNA) | Fungi (ITS) | |||
| Farming methods | ||||
| Index | organic | conventional | organic | conventional |
| Reads | 26295 | 9376 | 16390 | 17125 |
| OTUs | 108 | 89 | 35 | 33 |
| Simpson’s dominance (λ) | 0.092 | 0.099 | 0.155 | 0.246 |
| S–W diversity (H’) | 3.126 | 3.080 | 2.255 | 1.814 |
| Pielou’s evenness (J’) | 0.668 | 0.686 | 0.634 | 0.519 |
| Operational taxonomic units (OTUs) | Organic must | Conventionalmust | Fisher’s Exact Test |
| g__Sphingomonas | 22.47 | 22.61 | 0.795 |
| g__Massilia | 15.68 | 17.96 | <0.0001* |
| g__Hymenobacter | 4.84 | 6.14 | <0.0001 |
| g__Pseudomonas | 5.27 | 4.19 | <0.0001 |
| s__Variovorax_paradoxus | 4.88 | 3.57 | <0.0001 |
| g__Variovorax | 3.73 | 2.85 | <0.0001 |
| g__Rhizobium | 3.99 | 1.77 | <0.0001 |
| g__Brevundimonas | 3.86 | 1.74 | <0.0001 |
| g__Pedobacter | 3.28 | 2.01 | <0.0001 |
| f__Microbacteriaceae | 2.80 | 2.97 | 0.405 |
| g__Xylophilus | 2.25 | 4.04 | <0.0001 |
| g__Rathayibacter | 2.07 | 2.08 | 0.966 |
| g__Methylobacterium | 1.85 | 1.40 | 0.004 |
| g__Curtobacterium | 1.67 | 1.75 | 0.641 |
| s__Frondihabitans_australicus | 1.56 | 1.57 | 0.923 |
| g__Kineococcus | 1.43 | 1.06 | 0.005 |
| g__Klenkia | 1.36 | 0.95 | 0.002 |
| g__Rhodococcus | 1.32 | 0.82 | <0.0001 |
| g__Gluconobacter | 0.00 | 4.40 | <0.0001 |
| s__Pseudomonas_rhizosphaerae | 0.65 | 0.91 | 0.012 |
| s__Methylobacterium_adhaesivum | 0.56 | 0.89 | 0.001 |
| s__Gluconobacter_cerinus | 0.19 | 1.05 | <0.0001 |
| g__Aureimonas | 0.75 | 0.29 | <0.0001 |
| f__Comamonadaceae | 0.75 | 0.13 | <0.0001 |
| d__Bacteria | 0.76 | 0.00 | <0.0001 |
| g__Brevundimonas | 0.62 | 0.17 | <0.0001 |
| s__cf._Chryseobacterium | 0.64 | 0.00 | <0.0001 |
| g__Flavobacterium | 0.54 | 0.12 | <0.0001 |
| f__Myxococcaceae_P3OB-42 | 0.50 | 0.22 | 0.000 |
| g__Bacillus | 0.47 | 0.23 | 0.002 |
| g__Dyadobacter | 0.49 | 0.00 | <0.0001 |
| g__Serratia | 0.17 | 0.82 | <0.0001 |
| g__Duganella | 0.10 | 0.59 | <0.0001 |
| s__Erwinia_gerundensis | 0.00 | 0.84 | <0.0001 |
| s__Serratia_fonticola | 0.00 | 0.80 | <0.0001 |
| Operational taxonomic units (OTUs) | Organic must | Conventional must | Fisher’s Exact Test |
| g__Erysiphe | 20.32 | 38.15 | 0.008* |
| g__Aureobasidium | 28.89 | 28.98 | 1.000 |
| g__Alternaria | 9.57 | 8.95 | 0.814 |
| g__Mycosphaerella | 7.79 | 6.23 | 0.593 |
| g__Botryotinia | 7.15 | 4.92 | 0.568 |
| g__Hanseniaspora | 7.49 | 0.03 | 0.003 |
| g__Cladosporium | 3.01 | 3.14 | 1.000 |
| g__Dissoconium | 3.04 | 1.37 | 0.369 |
| g__Penicillium | 1.26 | 3.01 | 0.621 |
| g__Mucor | 4.34 | 0.05 | 0.059 |
| o__Entylomatales | 2.00 | 0.84 | 0.621 |
| g__Epicoccum | 1.24 | 1.52 | 1.000 |
| p__Ascomycota | 0.96 | 0.62 | 1.000 |
| g__Vishniacozyma | 0.37 | 0.74 | 1.000 |
| g__Neosetophoma | 0.41 | 0.09 | 0.497 |
| g__Stemphylium | 0.21 | 0.29 | 1.000 |
| g__Sarocladium | 0.23 | 0.16 | 1.000 |
| g__Trichothecium | 0.31 | 0.09 | 1.000 |
| o__Hypocreales | 0.23 | 0.16 | 1.000 |
| g__Acremonium | 0.18 | 0.05 | 1.000 |
| g__Peronospora | 0.07 | 0.13 | 1.000 |
| f__Peronosporaceae | 0.12 | 0.07 | 1.000 |
| g__Botrytis | 0.09 | 0.08 | 1.000 |
| c__Dothideomycetes | 0.08 | 0.06 | 1.000 |
| g__Curvibasidium | 0.12 | 0.04 | 1.000 |
| g__Hypholoma | 0.12 | 0.04 | 1.000 |
| g__Scleroramularia | 0.10 | 0.04 | 1.000 |
| g__Bremia | 0.07 | 0.02 | 1.000 |
| g__Nectriella | 0.08 | 0.00 | 1.000 |
| g__Tricladium | 0.05 | 0.01 | 1.000 |
| g__Fusarium | 0.00 | 0.06 | 1.000 |
| Methods of cultivation | Sampling points | Active substance of natural pesticides (mg kg) | |
| S | Cu | ||
| Organic | must | ||
| 1 | 17.6 | 3.26 | |
| 2 | 17.7 | 3.15 | |
| 3 | 17.0 | 3.01 | |
| mean | 17.4 B* | 3.14 B | |
| wine** | |||
| mean | 6.7 b | 0.56 b | |
| Conventional | must | ||
| 1 | 3.2 | 2.14 | |
| 2 | 3.4 | 2.05 | |
| 3 | 3.1 | 2.06 | |
| mean | 3.2 A | 2.08 A | |
| wine | |||
| mean | 2.8 a | 0.44 a | |
| Methods of cultivation | Sampling points | Cyprodinil ** (mg kg) | Fludioxonil (mg kg) |
| Organic | 1 | - | - |
| 2 | - | - | |
| 3 | - | - | |
| Conventional | 1 | 14.7 a* | 18.9 a |
| 2 | 18.4 a | 15.3 a | |
| 3 | - | - |
| Farming methods | Sampling points | Mycotoxins (gene copies/g dry weight) | ||
| Aflatoxin | Ochratoxin | Patulin | ||
| Organic | 1 | 50340382 | 222353 | ND* |
| 2 | 269313123 | 25699103 | ND | |
| 3 | 4640278 | 33537 | ND | |
| total genes | 324293783 | 25954993 | - | |
| Conventional | 1 | 370585 | 172559 | ND |
| 2 | 4371359 | 40447 | ND | |
| 3 | 2810300 | 43881 | ND | |
| total genes | 7552244 | 256887 | - | |
| Polyphenolic compounds (mg L-1) | Farming methods | |
| Organic | Conventional | |
| GRP (cis- and trans- isomers) | 64.68b* | 56.39a |
| Caftaric acid (cis- and trans- isomers) | 133.42b | 113.27a |
| Coutaric acid (cis- and trans- isomers) | 5.66b | 5.02a |
| Coutaric acid (cis- and trans- isomers) | 11.47b | 9.93a |
| Fertaric acid | 2.76b | 2.36a |
| Gallic acid | 1.64a | 1.53a |
| hydroxycinnamic acids total | 219.63b | 188.5a |
| Procyanidin dimer B1 | 13.38b | 11.99a |
| (+)-Catechin | 14.19b | 9.68a |
| Procyanidin dimer B2 | 3.24b | 2.81a |
| (-)-Epicatechin | 85.24b | 77.89a |
| flavan-3-ols total | 116.05b | 102.37a |
| Total polyphenolic | 335.68B | 290.88A |
| DPPH (μmol T g-1) | 56.4a | 62.5b |
| FRAP (μmol T g-1) | 78.5a | 87.3b |
| Parameters | Farming methods | |
| Organic | Conventional | |
| SSA (% Brix) | 24.8b* | 22.5a |
| Acidity (g L) | 7.5b | 8.6a |
| Turbidity of must (NTU) | 1116a | 1388b |
| YAN—Yeast Assimilable Nitrogen (mg L) | 147b | 117a |
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