Improving nutritional quality, aroma profile and bioactive retention of rocket juice via thermosonication: A support vector regression-based optimization

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Küçük Resim

Tarih

2026

Dergi Başlığı

Dergi ISSN

Cilt Başlığı

Yayıncı

Frontiers Media S. A.

Erişim Hakkı

info:eu-repo/semantics/openAccess

Araştırma projeleri

Organizasyon Birimleri

Dergi sayısı

Özet

This study investigates the application of thermosonication (TS) to improve the functional properties of roka (Eruca vesicaria subsp. sativia) water. Processing parameters, including time (8–16 min), amplitude (60–100%), and temperature (40–60 °C), were optimised using a comparative approach combining the response surface method (RSM) and support vector regression (SVR). The total phenolic content (TPC) increased to 86.04 mg GAE/100 mL with TS, representing an 8.1% rise compared to the control group and an 18.3% increase over pasteurization. Likewise, the total chlorophyll level reached 16.98 mmol TE/L from 9.67 g/100 mL, and β-carotene rose to 24.90 mg/100 mL (p < 0.05). Pasteurization caused losses of 15–30% in these components. In the phenolic profile, significant increases were observed in chlorogenic acid (42.05 μg/mL), caffeic acid (15.66 μg/mL), and quercetin (4.28 μg/mL). A total of 31 compounds were identified in aroma analysis; with TS treatment, levels of 3-Hexen-1-ol (15.70 μg/kg) and 1-hexanol (2.01 μg/kg) were preserved or increased. In in vitro digestion tests, the TS group demonstrated the highest bioavailability, even during the intestinal phase. For example, RSM demonstrated high compliance coefficients (R2 = 0.99), while SVR showed strong predictive performance (CV R2 = 0.84), particularly for FRAP. Overall, the results suggest that thermosonication is an innovative method for protecting and enhancing bioactive compounds in rocket juice.

Açıklama

Anahtar Kelimeler

Bioactive Compounds, In Vitro Digestion, Machine Learning, Rocket Juice, Support Vector Regression, Thermosonication

Kaynak

Frontiers in Nutrition

WoS Q Değeri

Q1

Scopus Q Değeri

Q1

Cilt

12

Sayı

Künye

Levent, O., Şimşek, M. A., Yıkmış, S., Demirel, S., Türkol, M., Tokatlı Demirok, N., Er, H., Aljobair, M. O., Karrar, E., Tokatlı, N., & Mohamed Ahmed, I. A. (2026). Improving nutritional quality, aroma profile and bioactive retention of rocket juice via thermosonication: A support vector regression-based optimization. Frontiers in Nutrition, 12, pp. 1-14. https://doi.org/10.3389/fnut.2025.1721498