Agri-Food Biowaste Bioactives for Biopesticides: A Circular Economy Solution with Industry 4.0?
Abstract
1. Introduction
2. Methodology
2.1. Literature Search Strategy
2.2. Eligibility Criteria
- (i)
- Peer-reviewed original research articles or review papers;
- (ii)
- Studies reporting the extraction, identification, or characterization of bioactive compounds derived from agri-food industry residues;
- (iii)
- Investigations evaluating pesticidal, insecticidal, fungicidal, herbicidal, or antimicrobial activities that are relevant to agricultural applications;
- (iv)
- Studies providing experimental data, mechanistic insights, or quantitative biological assessment.
- (i)
- Studies unrelated to crop protection or pest management;
- (ii)
- Articles focusing exclusively on synthetic pesticide development without a connection to agri-food-derived bioactive compounds;
- (iii)
- Conference proceedings, editorials, patents, and non-peer-reviewed documents;
- (iv)
- Publications lacking sufficient methodological description or reproducible experimental detail.
2.3. Study Selection Process
2.4. Data Extraction and Qualitative Assessment
3. Literature Search Outcomes and Study Selection
4. Biopesticides: Definition, Classifications and Mechanisms of Action
Regulatory Challenges for Biopesticides: A Comparison Between the EU and the US
5. Agri-Food By-Products as Rich Sources of Bioactive Compounds for Biopesticide Applications
5.1. Olive-Oil By-Products
5.2. Potato Processing Waste
5.3. Banana Waste
5.4. Winery Waste
5.5. Citrus Waste
6. Circular Economy and Industry 4.0: Integrating Biopesticide Production into Sustainable Agri-Food Systems
7. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| BPPD | Biopesticides and Pollution Prevention Division |
| CE | Catechin equivalent |
| COD | Chemical oxygen demand |
| BOD | Biochemical oxygen demand |
| DDT | Dichlorodiphenyltrichloroethane |
| DPPH● | 2,2-diphenyl-1-picrylhydrazyl radical scavenging |
| DW | Dry weight |
| EDX | Energy dispersive X-ray |
| EFSA | European Food Safety Authority |
| EO | Essential oil |
| EU | European Union |
| FAO | Food and Agriculture Organization |
| GABA | γ-aminobutyric acid |
| GAE | Gallic acid equivalent |
| IOC | International Olive Council |
| IoT | Internet of Things |
| LC50 | Lethal concentration 50 |
| MIC | Minimum inhibitory concentration |
| MRSA | Methicillin-resistant Staphylococcus aureus |
| OIV | International Organisation of Vine and Wine |
| PIPs | Plant-incorporated protectants |
| PRISMA | Preferred Reporting Items for Systematic Reviews and Meta-Analyses |
| QE | Quercetin equivalent |
| ROS | Reactive oxygen species |
| SCFCAH | Standing Committee on Plants, Animals, Food, and Feed |
| SDHI | Succinate dehydrogenase inhibitor |
| SDGs | Sustainable Development Goals |
| SLR | Solid–liquid ratio |
| TPC | Total phenolic content |
| UN | United Nations |
| US EPA | United States Environmental Protection Agency |
| WCO | World Citrus Organization |
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| Compounds | Source | Organism | Application | Ref. |
|---|---|---|---|---|
| Alkaloids | Ryania speciosa | Insect | Alkaloids act by disrupting insect muscles by binding to calcium channels, causing ion influx and insect death, though their drawback is moderate mammalian toxicity. | [32] |
| Essential oil | Foeniculum vulgare | Insect | Ovicidal action against Anopheles spp. is linked to eugenol and cinnamaldehyde, while other phytochemicals inhibit cytochrome P450 or act as GABA-targeting neurotoxins. | [34] |
| Phenolic compounds | Ipomoea cairica | Insect | Larvicidal activity against A. aegypti is attributed to coumarins (7-hydroxychromen-2-one and 7-hydroxy-6-methoxychromen-2-one) and synergistic effects. | [47] |
| Essential oil | Cinnamomum verum | Weeds | Synergy between cinnamic aldehyde and eugenol manipulates metabolic pathways, showing bioherbicidal potential against A. retroflexus, P. minor, and T. officinale. | [48] |
| Monoterpenes | Eucalyptus camaldulensis | Weeds | 1,8-cineole-rich extract disrupted membranes, exhibiting herbicidal activity against P. sativum, A. repens, and P. oleracea, enhanced by other terpenes. | [49] |
| Fatty acid | Pelargonium graveolens | Weeds | Pelargonic acid-rich extract showed bioherbicidal activity by inhibiting cellular and mitochondrial respiration in A. fatua, Chenopodium spp., and P. oleracea | [16] |
| Phenolic compounds | Mango residue | Fungi | Extract exceeds thiabendazole against C. Brevisporum micellar growth and spore germination, by disrupting membranes and inactivating enzymes. | [50] |
| Terpenes | Thymus kotschyanus | Fungi | Thymol, γ-terpinene, and carvacrol inhibited B. cinerea and partially-to-fully suppressed A. niger and P. expansum at 250–500 ppm via membrane disruption. | [51] |
| Essential oil | Orange peel | Fungi | D-limonene-rich EO showed superior biofungicidal activity, outperforming benomyl and quercetogetin in inhibiting mycelial growth. | [30] |
| Essential oil | Satureja nabateorum | Bacteria | EO showed stronger antibacterial activity than ampicillin (MIC = 0.14–2.25 vs. 1.00–3.12 µg mL−1) against S. aureus, K. pneumoniae, E. faecium, and E. coli, attributed to thymol-, γ-terpinene-, and p-cymene synergy. | [52] |
| Bioactive compounds | Pleurotus ostreatus | Bacteria | Mushroom extracts inhibited Gram-positive and Gram-negative bacteria via diverse secondary metabolites, due to phenolics, terpenes, phytosterols, etc. | [53] |
| Flavonoids | Sophora exigua | Bacteria | Extract inhibited MRSA via sophoraflavanone G and naringenin, reducing E. coli, B. subtilis, and S. aureus (200–400 µg mL−1) by decreasing membrane fluidity. | [44] |
| Flavonoids | Rheum rhabarbarum | Nematode | Laboratory and field studies reduced M. javanica infection in T. aestivum, S. lycopersicum, and O. sativa, attributed to catechin- and quercetin-rich extracts. | [54] |
| Phenolic compounds | Momordica dioca | Nematode | The extract showed strong bionematicidal activity against H. indica, causing 100% mortality with an LC50 of 17.80 mg mL−1, outperforming ivermectin (LC50 = 111.20 mg mL−1). | [55] |
| Group | Bioactive Compounds | Concentration (mg kg−1 DW) | Ref. |
|---|---|---|---|
| Phenolic acids | |||
| Hydroxycinnamic acids | Ferulic acid | 0.01–12.60 | [72,73,74] |
| p-Coumaric acid | 2.10–808.36 | ||
| o-Coumaric acid | 0.07–1.56 | ||
| Caffeic acid | 2.89–1830.00 | ||
| Hydroxybenzoic acids | Syringic acid | 0.29–0.73 | [75,76,77] |
| Vanillic acid | 26.50–170.23 | ||
| Gallic acid | ND–61.00 | ||
| Protocatechuic acid | 1.30–136.70 | ||
| 4-Hydroxybenzoic acid | 1.75–13.80 | ||
| Flavonoids | |||
| Flavonols | Rutin | 0.14–48.52 | [74,78,79] |
| Quercetin | ND–0.76 | ||
| Flavones | Luteolin | 0.01–510.00 | [74,80,81,82] |
| Luteolin-7-glucoside | 0.09–597.90 | ||
| Luteolin-4′-O-glucoside | 0.01–0.48 | ||
| Luteolin-hexoside | 0.01–24.20 | ||
| Apigenin | 0.33–9.55 | ||
| Apigenin-7-O-glucoside | 0.01–343.70 | ||
| Apigenin-7-O-rutinoside | 0.70–0.90 | ||
| Secoiridoids and derivatives | |||
| – | Oleuropein | 2.82–230.70 | [74,83,84,85,86,87] |
| Hydroxytyrosol | 0.35–23,842.00 | ||
| Tyrosol | 0.42–21,190.00 | ||
| Comselogoside | 6.00–11,242.70 | ||
| Verbascoside | 0.57–1588.90 | ||
| Oleacein | 14.56–7698.91 | ||
| Oleocanthal | 66.39–3596.98 | ||
| Pinoresinol | 1.40–630.00 | ||
| Residue | Extraction Method | Bioactive Compounds | Application | Ref. |
|---|---|---|---|---|
| Olive leaves | Extracted with ethanol/water (50:50) by 6 h at SLR 1:20 at RT with stirring method. | 40 compounds identified, with ↑ concentration for secologanoside and oleuropein derivates. | Extract exhibited ↑ antimicrobial activity with MIC = 50 mg mL−1 for E. coli, S. enterica and S. aureus and inhibition of P. aeruginosa (70%) and B. cereus (67%). | [95] |
| Olive leaves | Methanol by 5 h at SLR 1:5 at RT (3 times), followed by an extraction with ethyl acetate. | Oleuropein: 215.26 and 958.22 mg g−1. | MIC range: 50–0.781 mg mL−1, with S. aureus being the most sensitive and E. coli the least. | [96] |
| OMWW | Liquid–liquid extraction with pure ethyl acetate, ethanol or methanol. | TPC = 2.16 g GAE L−1 (ethyl acetate), 2.97 g GAE L−1 (ethanol), 4.03 g GAE L−1 (methanol). | Methanol extract exhibited the ↑ antimicrobial activities on all 10 bacterial strains, with S. aureus being the most sensitive and C. albicans the least. | [97] |
| OMWW | Crude residue was concentrated by microfiltration, reverse osmosis, and membrane distillation. | Antioxidant activity (DPPH•-SA) = 10–80% and TPC = 1.5–15 g GAE L−1. | All samples analyzed showed antibacterial activity against Gram-positive and Gram-negative pathogens, affecting the growth of P. syringae pv. tomato. | [98] |
| Olive pomace | Heat-assisted extraction: water/ethanol (24:76), for 120 min and at 85 °C. | Yield = 13.70% and TPC = 148.88 mg g−1, with ↑ tyrosol and HYT derivates. | Isolated compounds and extracts served as food preservatives, offering alternatives to synthetic additives and potential health benefits. | [85] |
| Olive pomace | Pressing force patent process (PCT/IB2018/060111) with 4 varieties of olives. | TPC = 3.05–3.83 g GAE 100 g−1, TFC = 1.96–3.17 g CE 100 g−1, hydroxytyrosol: 63.33–220 mg 100 g−1. | Extract exhibited ↑ antimicrobial activity for E. coli (MIC = 62.5 mg mL−1) and S. aureus (MIC = 31.25 mg mL−1), but not for C. albicans. | [42] |
| Group | Bioactive Compounds | Concentration | Ref. |
|---|---|---|---|
| Phenolic acids | |||
| Hydroxycinnamic acids (a) | Chlorogenic acid | 1.17–7.91 | [105,107] |
| Caffeic acid | 0.25–5.21 | ||
| Ferulic acid | 0.04–0.86 | ||
| p-Coumaric acid | 0.01–0.12 | ||
| Alkaloids | |||
| Glycoalkaloids (b) | α-Chaconine | 873–4014 | [107,108,109] |
| α-Solanine | 597–3229 | ||
| Solanidine | 374 | ||
| Demissidine | 75 | ||
| Total glycoalkaloids | 6.71–3580 | ||
| Flavonoids | |||
| Flavonols (a) | Rutin | 0.05–5.00 | [107,110] |
| Quercetin | 2.18–11.22 | ||
| Catechin | 5.0–12.0 | ||
| Anthocyanins (c) | Delphinidin | 0.49–2.48 | [111,112] |
| Cyanidin | 0.25–7.17 | ||
| Petunidin | 0.40–203.22 | ||
| Pelargonidin | 0.99–143.05 | ||
| Peonidin | 0.56–55.97 | ||
| Malvidin | 0.08–28.71 | ||
| Residues | Extraction Method | Bioactive Compounds | Application | Ref. |
|---|---|---|---|---|
| Potato leaves | Extract: dichloromethane, ethyl acetate, and ethanol, overnight at RT and constant agitation. | TLC analysis suggested the identification of terpenoid and aromatic compound. | Extract inhibited the mycelial growth of B. cinerea with an ED50 of 4.3 mg L−1. | [116] |
| Potato peels | Extraction with ethanol overnight in a shaker at RT, and the residue was re-extracted 3 times. | TPC: 22–49 mg GAE g−1 and DPPH•-SA: 51–65% inhibition. | Biofilms showed ↑ inhibition of E. coli, S. enterica, and S. aureus; however, a negative response for K. pneumoniae and L. monocytogenes. | [117] |
| Potato peels | Peel powder was mixed with water, filtered, treated with NaOH to separate starch, and dried at 40 °C for 24 h. | Starch was enzymatically converted into isomaltose-rich IMOs via sequential α-amylase and α-glucosidase treatments. | Purified isomaltose, from the peels, showed ↑ antifungal activity against E. cichoracearum (concentration = 1.0 mg mL−1) and F. oxysporum (2.5 mg mL−1). | [118] |
| Potato peels | Soxhlet extraction: 70% ethanol, at boiling point of ethanol for 48 h, followed by a concentration. | 16 bioactive compounds were identified, including l-verbenone and pyrogallol. | Extract completely inhibited fungal growth of A. niger and A. flavus at 250 mg mL−1 at mango roots. | [119] |
| Group | Bioactive Compounds | Concentration (mg kg−1 DW) | Ref. |
|---|---|---|---|
| Phenolic acids | |||
| Hydroxycinnamic acids | Ferulic acid | 6.00–212.48 | [128,129] |
| Sinapic acid | 1.02–3.07 | ||
| p-Coumaric acid | 1.93–11.20 | ||
| Flavonoids | |||
| Flavonols | Rutin | 242.2–618.7 | [123,128,130] |
| Kaempferol | 9.30–173.90 | ||
| Myricetin | 22.50–115.20 | ||
| Quercetin | 6.14–72.50 | ||
| Flavan-3-ols | (+)-Catechin (a) | 1.34 | [123,131] |
| Epicatechin (a) | 2.55–5.97 | ||
| Gallocatechin | 42.00–158.00 | ||
| Procyanidin B1 (a) | 1.27 | ||
| Procyanidin B2 (a) | 81.95 | ||
| Procyanidin B4 (a) | 7.90 | ||
| Catecholamines | |||
| – | Dopamine (b) | 86.56–205.56 | [120,123] |
| L-Dopa (c) | 0.31–0.56 | ||
| Residue | Extraction Method | Bioactive Compounds | Application | Ref. |
|---|---|---|---|---|
| Banana peels | Methanol for 3 days, filtered and evaporated in a rotary evaporator at 60 °C. | 7 phenolics and 3 flavonoids were identified, ↑ rutin (973.08 mg 100 g−1 DW), ellagic acid, etc. | ↑ antibacterial (A. tumefaciens, 90 mm IZ) and antifungal activity (F. culmorum, 68.88%; R. solani, 94.07%). | [128] |
| Banana peels | Ethanol, acetone, or methanol (SLR 1:10–20) by maceration (40 °C, 20 h) or sonication (35–55 °C, 1 h). | 50% ethanol yielded 13.48% extract, with TPC = 31.46 mg GAE g−1 DW and TFC = 22.11 mg QE g−1 DW. | 50% ethanol sonication extracts (600 ppm) inhibited S. aureus, P. aeruginosa, E. coli, and S. cerevisiae (11.31–15.43 mm IZ). | [135] |
| Banana peels | Peels were mixed with sugar and fresh curd in water and fermented for 15 days in airtight conditions. | EDX analysis of the biofertilizer revealed high levels of oxygen, silicon, and iron. | Biofertilizer ↑ black grass germination in a concentration-dependent manner, reaching 100% at 20 mL L−1 within 7 days (vs. 12% control). | [136] |
| Banana peels | Peels were KOH-treated for 30 min, filtered, pH-adjusted to 5, and dried at 105 °C. | Biofertilizer particles (19–55 nm) contained chelated K and Fe, tryptophan, urea, amino acids, proteins, and citric acid. | Germination increased dose-dependently, reaching 97% in tomato and 93.14% in fenugreek after 7 days (vs. 14% and 25% controls). | [137] |
| Group | Bioactive Compounds | Concentration (mg kg−1 DW) | Ref. |
|---|---|---|---|
| Phenolic acids | |||
| Hydroxybenzoic acids | Gallic acid | 25.2–360.4 | [156,157,158] |
| Ellagic acid | 2.8–36.3 | ||
| Protocatechuic acid | 9–63 | ||
| Vanillic acid | 10–230 | ||
| Syringic acid | 469–1731 | ||
| Hydroxycinnamic acids | Caffeic acid | 0.41–82.8 | [156,157,159,160] |
| Caftaric acid | ~200 | ||
| cis-Coutaric acid | 5.30–40.00 | ||
| trans-Coutaric acid | 5.50–40.00 | ||
| p-Coumaric acid | 2.85–77.4 | ||
| Flavonoids | |||
| Flavonols | Quercetin | 3–200 | [157,161,162,163,164,165] |
| Quercetin-3-O-glucoside | 67.60–3274.30 | ||
| Rutin | 0.11–8.19 (a) | ||
| Myricetin | 0.21–2.31 (a) | ||
| Kaempferol | 2.45–53.10 (a) | ||
| Quercitrin | 0.21–3.99 (a) | ||
| Flavanols | Catechin | 43.1–3711.00 | [160] |
| Epicatechin | 12.3–189.00 | ||
| Flavones | Apigenin | 0.02–12.7 (a) | [157] |
| Luteolin | 0.23–1.07 (a) | ||
| Anthocyanins | Delphinidin 3-O-glucoside | 0.15–1.86 (c) | [166,167] |
| Cyanidin 3-O-glucoside | 0.13–0.79 (c) | ||
| Petunidin-3-O-glucoside | 0.21–2.96 (c) | ||
| Malvidin-3-glucoside | 0.99–8.94 (c) | ||
| Peonidin-3-O-glucoside | 0.45–3.58 (c) | ||
| Fatty acids | |||
| – | Palmitic acid | 5.5–9.2 (b) | [168] |
| Oleic acid | 10.8–24.9 (b) | ||
| Palmitoleic acid | ND–0.6 (b) | ||
| Linoleic acid | 60.9–78.2 (b) | ||
| Linolenic acid | 0.2–0.6 (b) | ||
| Residues | Extraction Method | Bioactive Compounds | Application | Ref. |
|---|---|---|---|---|
| Grape pomace | Ground material was pyrolyzed at 350 or 700 °C for 2 h under N2 (10 °C min−1), yielding BC350/700 and washed forms. | Pyrolysis ↑ C and nutrients, reduced carboxyl groups, alkalinized biochars, and produced porous, mineral-rich structures favorable for microorganisms. | Washed biochar (0.75%, BC350W) significantly reduced M. javanica infection and reproduction in tomato under controlled conditions. | [171] |
| Grape pomace | Extracted 4 times with acidified methanol (0.1% HCl) at RT for 4 h, 12 h, 4 h, and 12 h intervals. | Extract retained high phenolics (5–35 mg GAE/g DW), especially fermented Syrah and Alicante seeds, rich in flavan-3-ols and procyanidins. | Natural antioxidants for use in functional foods or to improve product stability and shelf life. | [172] |
| Grape pomace | Overnight at ethanol (96%) with SLR 1:10 in stirring method. | No identification and quantification of the compounds. | Extract showed ↑, variety-dependent antimicrobial activity, especially against B. subtilis, with synergistic effects alongside antibiotics. | [173] |
| Skins and seeds | 70% acetone/water overnight, filtered, and dried in a forced-air oven at 60 °C for 96 h. | No identification and quantification of the compounds. | Extract showed antimicrobial activity against Gram-negative (E. coli) and Gram-positive (B. subtilis) bacteria. | [174] |
| Grape pomace | Soxhlet extraction with methanol for 8 h. | GC-MS and LC-MS identified major fatty acid esters and phenolics in grape pomace, including ethyl linoleate and trans-stilbene | Nanoencapsulated extract showed antimicrobial-related protection, providing sustained pest control efficacy and enhanced stability in a single application | [175] |
| Group | Bioactive Compounds | Concentration (mg kg−1 DW) | Ref. |
|---|---|---|---|
| Organic acids | |||
| – | Citric acid | 19,487–27,810 | [187] |
| Lactic acid | 5563–9961 | ||
| L-malic acid | 3046–5164 | ||
| Phenolic acids | |||
| Hydroxybenzoic acids | Gallic acid | 8.74–856.70 | [187,188] |
| Protocatechuic acid | 24.45–65.92 | ||
| 4-Hydroxybenzoic acid | 25.27–41.50 | ||
| Hydroxycinnamic acids | Ferulic acid | 19.50–139.60 | [187,189,190,191] |
| p-Coumaric acid | 18.20–243.40 | ||
| Chlorogenic acid | 0.08–68.78 | ||
| Caffeic acid | 4.10–1325.10 | ||
| Flavonoids | |||
| Flavones | Apigenin | 58.91–158.67 | [187,191] |
| Vitexin | 32.73–119.27 | ||
| Luteolin | 92.47–276.14 | ||
| Flavanones | Hesperidin | 2316.50–21,486.00 | [188,190] |
| Naringin | 9.20–19,550.00 | ||
| Narirutin | 63–10,442 | ||
| Volatile compounds | β-Linalool | 379.50–14,610 | [188,190] |
| β-Myrcene | 819–3216 | ||
| β-Ocimene | 360–2860 | ||
| Carotenoids | |||
| – | Lutein | 0.76–28.89 | [192,193] |
| β-Carotene | 1.10–36.62 | ||
| Residue | Extraction Method | Bioactive Compounds | Application | Ref. |
|---|---|---|---|---|
| Citrus by-products | Maceration 3 times with ethanol (20%) for 72 h each, with filtration and solvent removal after each cycle. | 14–16 phenolic compounds identified in all residues, ↑ concentrations of rutin, myricetin, sinapic and ferulic acid. | ↑ antibacterial activity against Gram-positive bacteria and for Gram-negative. ↑ antifungal activity against C. albicans, A. flavus, A. niger and F. oxysporum. | [196] |
| Citrus aurantifolia | Extraction with hot water for 15 min at SLR 1:15, 2 times. | Active fractions yielded known coumarins, limonoids, flavonoid glycosides, and aurantifolin. | Chloroform fraction showed the highest toxicity against B. tabaci (LC50 = 37.1) nymphs, outperforming butanol fraction and azadirachtin after 24–72 h. | [197] |
| Citrus reticulata | Pilot unit for discontinuous extraction with ethanol (96%) at SLR 1:2 for 15 h. | Extract had diverse secondary metabolites, dominated by limonene (~70%), with flavonoids, tannins, and steroids also present. | 2.5% formulation controlled pests (F. occidentalis and Aphididae) comparably to chemicals, spared beneficial insects, and achieved 73% of conventional crop yields. | [198] |
| C. sinensis, C. aurantium and C. reticulata peels | Peels were removed, dried for 15 days, and subjected to 4 h hydrodistillation. | 13–16 different compounds were identified, ↑ concentrations for D-limonene, terpinene and myrcene. | Extracts inhibited seed germination and seedling growth, with complete suppression of H. annuus at all tested concentrations | [199] |
| Lemon, orange, and grapefruit peel | Extraction by piercing peel in water with collection via water spray, or hydrodistillation for 3 h, then drying. | Compounds were quantified, dominated by limonene, β-myrcene, and α/β-pinene in lemon and grapefruit essential oils. | Orange extract was most effective against R. dominica, Oryzaephilus sp. and S. granarius. Antifungal activity: R. solanii was more susceptible than S. rolfsii, with lemon and orange being the most toxic. | [200] |
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Soares, T.F.; Alves, R.C.; Oliveira, M.B.P.P. Agri-Food Biowaste Bioactives for Biopesticides: A Circular Economy Solution with Industry 4.0? Molecules 2026, 31, 996. https://doi.org/10.3390/molecules31060996
Soares TF, Alves RC, Oliveira MBPP. Agri-Food Biowaste Bioactives for Biopesticides: A Circular Economy Solution with Industry 4.0? Molecules. 2026; 31(6):996. https://doi.org/10.3390/molecules31060996
Chicago/Turabian StyleSoares, Thiago F., Rita C. Alves, and Maria Beatriz P. P. Oliveira. 2026. "Agri-Food Biowaste Bioactives for Biopesticides: A Circular Economy Solution with Industry 4.0?" Molecules 31, no. 6: 996. https://doi.org/10.3390/molecules31060996
APA StyleSoares, T. F., Alves, R. C., & Oliveira, M. B. P. P. (2026). Agri-Food Biowaste Bioactives for Biopesticides: A Circular Economy Solution with Industry 4.0? Molecules, 31(6), 996. https://doi.org/10.3390/molecules31060996

