Abstract
Pomelo peel, as a by-product of pomelo, is abundant with in soluble dietary fiber (SDF). The SDF obtained from pomelo peel using an alkaline solution was labeled ASDF, and the ASDF that was modified using ultrasound was labeled UASDF. An investigation was conducted into the physicochemical, structural, and functional properties of the samples were investigated. The investigative results show that ultrasound modification increases SDF content from 24.0 to 28.9%, with an improvement in the water-holding and swelling capacity of SDF. However, there is little effect on the oil-holding capacity. As revealed by the structural characterization both ASDF and UASDF exhibit the typical characteristics of cellulosic polysaccharides, but UASDF is 5.63% less crystalline than ASDF, resulting in a looser porous structure. In addition, UASDF possesses high glucose adsorption capacity (29.98 mg/g) and high cholesterol adsorption capacity in the small intestine (pH = 2, 20.86 mg/g; pH = 7, 25.11 mg/g). UASDF also exerts a more significant antioxidant effect, particularly ABTS free radical scavenging rate of 80.97% (5 mg/mL). The superior adsorption capacity and antioxidant ability of UASDF are attributed to its structure. These results demonstrate that pomelo peel is applicable as an inexpensive natural dietary fiber, and that UASDF possesses excellent functional characteristics.
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Introduction
Pomelo, one of the most popular fruits in China, is consumed in large amounts annually. Pomelo peel accounts for 50% of the total of weight pomelo, but a great deal of pomelo peel was discarded as a by-product during pomelo processing, which leads to resource wastage and environmental pollution1. Containing various bioactive substances such as flavonoids, and essential oils, pomelo peel is rich in dietary fibers2. According to a study the dietary fiber content reaches as high as 63.47%, of which 14.82% is soluble dietary fiber and 50.99% is insoluble dietary fiber3. Therefore, pomelo by-products are considered a good source of dietary fiber.
Dietary fiber ( DF), an indigestible carbohydrate derived from plant sources, as well as the seventh nutrient, plays an important physiological role in human body3,4. According to the solubility in water, dietary fiber can be classified as insoluble dietary fiber (IDF) and soluble dietary fiber (SDF)5. In comparison to IDF, SDF possesses superior beneficial properties for human health, such as water/oil holding capacity (WHC/OHC), water swelling capacity, hypoglycemic capacity, and lowering blood cholesterol content6,7,8. To make better use of SDF in the food industry, it is crucial to improve the yield of plant SDF and explore its properties.
The methods of SDF extraction methods include chemical, enzymatic, and fermentation methods. Some processing methods affect the composition and microstructure of the SDF, which in turn affects its functional properties. Among these methods, enzymatic extractions obtain more stable SDF but at high costly. Fermentation methods are economical but time-consuming. Alkali extraction is widely practiced in the dietary fiber industry, which allows for the removal of protein from residual and the generation of high purity dietary fiber9, despite at a low extraction rate. Ultrasonic waves are widely applied in the extraction process. As an effective method of extracting SDF, ultrasound-assisted extraction technique produces bubbles through cavitation, thus causing the fragmentation of the cellular structure, facilitating the contact with the solvent and improving the extraction rate10. Notably, it has been adopted for the extraction, and modification of SDF from most plant wastes, such as corn bran11, corn bract12, pineapple waste13, and Okara (soybean residue)14, etc. In the above process, the ultrasound-assisted technique not only increases the yield of SDF, but also beneficially alters the WHC, OHC, adsorptive properties (for glucose and cholesterol), and antioxidant characteristics of SDF. In addition, the SDF obtained by the modification method has been used to fortify functional foods (breads, cookies) and as a fat replacement. The in vitro digestive glucose release rate of bread was significantly reduced by the addition of modified grapefruit peel soluble dietary fiber15. Derived from the yellow dragon fruit rind species applied to alpaca-based sausage, SDF can be substituted with 78% fat content while its textural characteristics are maintained16. Therefore, the ultrasound-assisted alkali extraction technique not only compensates for the shortcomings of the single extraction method but also improves the yield of SDF through a synergistic effect.
The aim of this study was to use ultrasonic modification to prepare alkali-extracted soluble dietary fiber (SDF) from pomelo peel with increased yield and improved functional properties. This study compares the physicochemical, structural, and functional properties of the two SDFs, and investigates the relationship between these properties and their functions. This provides a novel idea for studying pomelo peel SDF and offers a theoretical reference for the comprehensive utilization of pomelo peel.
Results and discussion
Extraction yield
As shown in Table 1, compared with alkali extraction (ASDF, 24.00%), ultrasound-assisted alkali extraction (UASDF, 28.90%) of SDF from pomelo peel is higher. According to the results, the ultrasonic-assisted extraction of alkali extraction is effective in improving the extraction rate of SDF.
Physicochemical properties
The capability of pomelo peel fibers to hold water and oil is crucial for food applications. The WHC, OHC, and SC of SDF were influenced by several factors, primarily including its structure, porosity, and particle size17. Table 1 lists WHC, OHC, and SC of ASDF and UASDF. The WHC and SC of UASDF (62.67 ± 0.67 g/100 g, 3.26 ± 0.05 mL/g) are higher compared to ASDF (57.33 ± 0.54 g/100 g, 1.07 ± 0.03mL/g). Due to the generation of porous structures in UASDF, there is an increase in WHC and SC, which improves the ability to capture water in the teak SDF fiber matrix. Additionally, the OHC of ASDF and UASDF is 10.96 ± 0.43 and 11.13 ± 1.27 g/100 g, respectively. The OHC of both SDFs varies slightly changed, indicating that ultrasonic treatment has no effect on the interaction between SDFs and lipids18. It is implied that the dietary fiber high in WHC acts as a functional ingredient to change the viscosity and texture of certain prepared foods. High OHC is associated with the stability of high-fat foods and emulsions19.
Structural properties
FTIR spectra of the obtained SDF
Infrared spectroscopy was performed to analyze the structure of soluble dietary fiber derived from pomelo peel. The functional groups and chemical structures of ASDF and UASDF samples were determined by FT-IR (Fig. 1). Both SDF and UASDF exhibit FT-IR spectra characteristic of polysaccharides, despite the slight deviations in the position and intensity of absorption peak. The strong and broad absorption peak at 3441 cm− 1 for is associated with the O-H stretching vibrations that result mainly from cellulose and hemicellulose. The peaks at 2931 cm− 1, 1412 cm− 1, and 1396 cm− 1 belong to the C-H stretching vibration, which is a typical structure of fibrous polysaccharides8,20. The peaks at 1627 cm− 1 and 1629 cm− 1 for ASDF and UASDF, respectively, are ascribed to the interaction of glucuronide with C = O bonds. The peaks at 1039 cm− 1 and 1018 cm− 1 are attributed to the stretching vibrational peaks of the C-O bond, due to the presence of C-O-H and C-O-C in the cellulose and hemicellulose, or the blending vibrations of the primary alcohols21. Characteristic of β-glycosidic bonds, the small, sharp bands at 871 cm− 1 and 830 cm− 1 are present in hemicellulos22. The presence of these bands and peaks confirms the typical polysaccharide functional groups of ASDF and UASDF extracted from pomelo peel. There is a larger O-H peak area in UASDF, suggesting the more intramolecular hydrogen bonding and the higher hydrophilicity as a result. This aligns with the WHC and SC results.
X-ray analysis
X-ray diffraction was performed to assess the changes in crystallinity and thus to determine the aggregation state of the SDF molecules23. Figure 2 shows the spectra for ASDF and UASDF revealing that the main peaks are observable around 22° and 30°, with some non-crystalline secondary peaks at other angles. According to this result, the two SDFs are cellulose type I structures, with the coexistence of crystalline and amorphous regions24. UASDF is similar to the crystalline form of ASDF, which indicates a failure of ultrasound to change the crystal type of ASDF. However, the crystallinity of UASDF (17.65%) is lower compared to ASDF (23.28%), which is possibly attributed to the partial intramolecular hydrogen bonds of ASDF being disrupted by ultrasound, which increases the amorphous region25. Ultrasonic treatment transforms the crystal structure from ordered to more disordered or even disordered, leading to the increased amorphous regions. These special structures could increase the relative surface area, which enhances glucose adsorption capacity (GAC) and cholesterol adsorption capacity (CAC). A similar result was obtained from Dhar and Deka13 ultrasound-assisted alkali-treated Okala SDF.
SEM analysis
The surface microstructure plays an important role in the functional properties of SDFs, especially the adsorbing capacities of carbohydrates and cholesterol5. The SEM images mainly show the surface structure of ASDF and UASDF samples (Fig. 3). At 200x magnification, SDF samples exhibit a discontinuous and irregular overall structure, which is possibly due to alkali treatment removing binding proteins in large amounts26. At 3000x magnification, ASDF possesses a large blocky structure and a densely textured wrinkled surface, while the surface of UASDF is a small, loose, and porous structure. Compared with ASDF, UASDF has a larger specific surface area and porous structure, which may results in the absorption of ultrasonic energy by the cells. Consequently, cell rupture occurs and loose porous structures develop22,27. The ultrasonic modification treatment alters the structure of SDF, which results in the exposure of more polar and non-polar groups, promotes water absorption and swelling24, and improves the capability of SDF to absorb glucose, cholesterol and other harmful substances.
SEM micrographs of ASDF and USDF. (a) and (a`) were the images of ASDF at magnifications of 200x and 3000x. (b) and (b`) were the images of UASDF at the magnifications of 200x and 3000x. ASDF the soluble dietary fiber obtained by alkali extraction, UASDF the soluble dietary fiber obtained by ultrasound-assisted alkali extraction.
Functional properties
Glucose adsorption capacity (GAC) and cholesterol adsorption capacity (CAC) analysis
GAC is considered a significant functional property of SDF, which adsorbs glucose from intestinal fluids, thus reducing postprandial blood glucose levels28. As shown in Fig. 4A, UASDF had a higher GAC value (29.98 mg/g) than ASDF (24.17 mg/g). The porous structures of pomelo peel SDF obtained through ultrasonic extraction can adsorb more glucose and reduce blood sugar levels in the gut29. As for ASDF, the GAC values of ASDF are consistent with the X-ray and SEM results. Besides, the high crystallinity and dense fibrous regions hinder the molecules of glucose from penetrating its interior, as a result of which it is more difficult to adsorb glucose30.
Figure 4B shows the binding capacity of SDF for cholesterol (at pH 2.0 and pH 7.0). From this figure, it can be seen the binding capacity of UASDF (pH = 2.0, 20.86 mg/g; pH = 7.0, 25.11 mg/g) for cholesterol is higher than that of ASDF (pH = 2.0, 19.09 mg/g; pH = 7.0, 18.66 mg/g), which may be attributable to the loose structure of dietary fibers and the increased surface area31. For UASDF, the binding ability for cholesterol is higher at pH 7.0 than at pH 2.0, with the opposite result was obtained for ASDF, despite no significant difference. The results demonstrate that UASDF creates greater health benefits in reducing cholesterol concentration in the small intestine, which is basically consistent with the previous findings of Peng et al., Luo et al., and those of Xu et al.32,33,34. In addition, this suggests that the fibers high in GAC and CAC can be applied as a functional component in lowering blood glucose and cholesterol in the body.
The values of GAC (A) and CAC (B) of ASDF and UASDF. Different letters indicate significant differences (P < 0.05). GAC glucose adsorption capacity, CAC cholesterol adsorption capacity, ASDF soluble dietary fiber from pomelo peel by alkaline method, UASDF soluble dietary fiber from pomelo peel by ultrasound-assisted alkaline method.
Scavenging capacity of ABTS, DPPH, and OH radicals
In this study, DPPH, ABTS, and ·OH free radical scavenging capacities were analyzed to evaluate the antioxidant capacity of SDF extracted by two methods at different concentrations. The scavenging capacity of DPPH free radicals is related to the hydrogen-donating capacity35. The scavenging rate of ABTS free radicals reflects the electron and proton transfer capacity of the antioxidant26. Hydroxyl radical scavenging capacity is determined by hydrogen atom transfer36. They are useful to evaluate the free radical scavenging capacity of antioxidants.
The results shown Fig. 5A and 5B, and 5C are similar, with SDF scavenging three free radicals in a dose-dependent manner in a dose-dependent manner when there is an increase from 1 mg/mL to 5 mg/mL. As shown in Fig. 5A, it is notable that from 1 mg/mL to 4.53 mg/mL, the DPPH radical scavenging capacity of ASDF is higher than UASDF. At 5 mg/mL, the scavenging capacity of DPPH radicals of UASDF (80.97%) is higher than that of ASDF (75.06%). In spite of this, both are smaller compared to ascorbic acid (VC) (1 mg/mL, 91.58%). When SDF concentrations falls below 4.52 mg/mL, the hydrogen supply capacity in the UASDF is insufficient for the adequate reaction adequately with free radicals, as a result of which the antioxidant capacity declines37.
According to Fig. 5B, at 5 mg/mL, the scavenging capacity of ASDF and UASDF for ABTS radicals is 44.89% and 76.36%, respectively, both of which are lower than that of VC (99.18%, 1 mg/mL). The ABTS free radical scavenging rate of UASDF is nearly twice as high as that of ASDF. The scavenging of hydroxyl radicals by ASDF and UASDF is enhanced slowly with concentration, but both are smaller than VC (2 mg/mL, 88.05%). As shown in Fig. 5C, the hydroxyl radical scavenging rates of ASDF and UASDF are 44.45% and 51.12% at 5 mg/mL, respectively. The high ABTS and ·OH radical scavenging capacity of UASDF is attributable to the reduction in molecular weight and large surface area caused by ultrasonic treatment, which in turn improves the antioxidant properties and affects the glyoxylate content of the dietary fiber29. This result aligns with the FTIR result that indicates a strong absorption peak at a wavelength of 1629 cm− 1. Moreover, the results are consistent with the findings of Wei et al.38 that the antioxidant capacity of pomelo peel SDF is improved after the extraction by ultrasonic treatment. The fiber with high antioxidant activity as a functional ingredient maintains the stability of fatty foods, thus improving oxidative stability and extending the shelf life19.
Scavenging ability of VC, ASDF, and UASDF from pomelo peel for DPPH (A), ABTS (B), and ·OH (C). Different lowercase letters indicate within-group differences and different uppercase letters indicate between-group differences (P < 0.05). ASDF soluble dietary fiber from pomelo peel by alkaline method. UASDF soluble dietary fiber from pomelo peel by ultrasound-assisted alkaline method.
Conclusion
In this study, alkali-extracted pomelo peel SDF was modified using ultrasound to improve its extraction and functional properties. Ultrasonic modification improved the hydration characteristics (WHC, OHC and SC) of ASDF. Structural characterization showed that ultrasonic modification altered the infrared characteristics of ASDF, decreased its crystallinity, and generated a porous structure. Compared to ADSF, UASDF had higher adsorption characteristics (GAC and CAC). These improved functional properties were attributed to the pore structure of the UASDF surface. In addition, ultrasonic modification improved the scavenging capacity of ABTS and ·OH radicals of ASDF, indicating enhanced antioxidant properties. According to the current study, grapefruit peel is a good source of SDF. SDF extraction by ultrasound-assisted alkali extraction has the potential to be used as an additive in the food industry for healthy living.
Materials and methods
Materials
Fresh white pomelos were purchased from Yibin Daily Shopping Supermarket (Sichuan, China), whose peels were stripped and washed, and cut into 2 cm pieces. Before extraction, the pomelo peels were dried in an oven at 60 °C until constant weight and ground to a fine powder using a pulverizer (HN-C1000, Ivana Good Electric Co., Ltd., China), passing through a 60 mesh sieve. Before extraction, the fat in pomelo peel powder was removed by soaking with 4 times the volume of petroleum ether, and then washing with 80% ethanol to remove the residual ether, after which the sample was dried in an oven at 50 °C (101-3HB, Beijing Zhongxing Weiye Instrument Co., Ltd., Beijing, China). Sodium hydroxide and anhydrous ethanol were obtained from Xilong Science Co., Ltd. (Shenzhen, Guangdong, China) and Shanghai Titan Technology Co., Ltd (Shanghai, China), respectively. All other reagents were of analytical grade.
Alkali treatment
The defatted pomelo peel powder was extracted with 3% (w/v) NaOH solution at a feed/liquid ratio of 1:30 g/mL at 75 °C for 60 min. The supernatant was obtained by centrifugation at 1693 × g for 15 min, and it was precipitated using 95% ethanol (4:1, v/v) (Standing time was 8 h at 4 ℃), and freeze-dried for 12 h. The SDF obtained from alkali treatment was ASDF.
Ultrasound modification
The pomelo peel powder was mixed with sodium hydroxide solution at feed/liquid of 1:30 g/mL according to the above conditions and ultrasonicated at 75 ℃, 360 W for 60 min (KQ-700DE, Kunshan Ultrasonic Instrument Co., Ltd., Jiangsu, China). The supernatant was obtained by centrifugation at 1693 × g for 15 min, and it was precipitated using 95% ethanol (4:1, v/v) (Standing time was 8 h at 4 ℃), and freeze-dried for 12 h. The ultrasound-assisted alkali treatment of dietary fiber was UASDF. ASDF and UASDF samples were stored in silica gel desiccators. The extraction rate formula for SDF samples was calculated as follows Eq. (1):
Where m0 is the mass of the dried sample (g), m1 is the mass of the dried SDF (g).
Physicochemical properties of SDF
Water holding capacity (WHC)
The WHC of ASDF and UASDF were determined according to the method described by Chen et al.39. Mixed 0.5 g SDF sample (W1) with 20 mL of distilled water and absorbed for 1 h at room temperature. Subsequently, the sample was centrifuged at 2441 × g for 10 min, and the precipitate was collected and weighed (W2). The WHC was calculated as follows Eq. (2):
Oil holding capacity (OHC)
The OHC of the samples was determined according to the description of Chen et al.39.The SDF sample (0.5 g, M1) was added to 10 mL of soybean oil and reacted for 1 h at room temperature. Subsequently, the mixture was centrifuged at 1867 × g for 15 min. Ultimately, the supernatant was discarded and measured (M2). The OHC was calculated as follows Eq. (3):
Swelling capacity
0.2 g SDF sample (W1) was hydrated with 10mL water in a graduated test tube and the volume (V1) was recorded. After 18 h of hydration, the volume (V2) was recorded and calculated by the following equation40. The SC was calculated as follows Eq. (4):
Structural characteristics
Fourier transform infrared (FT-IR) spectroscopy
FT-IR spectra of dietary fibers were determined using a Nicolet 6700 spectrometer (Bruker, Germany). The samples were mixed with KBr, ground into powder, and pressed into round tablets. Each spectrum had a resolution of 4 cm− 1 and was scanned 64 times with wave numbers ranging from 500 to 4000 cm− 141.
X-ray diffraction
X-ray diffraction was referenced and slightly modified from42. The crystalline structure of ASDF and UASDF samples was determined using X-ray diffraction (EMPYREAN, PANalytical B.V., Netherlands) operated at 30kv and 10 mA. The diffraction angle (2θ) was scanned from 10° to 60° in 0.02 increments at a rate of 5°/min. The crystallinity of the sample was calculated using diffraction intensity data using the method of Segal et al.43. The CrI was calculated as follows Eq. (5):
Where CrI is the relative crystallinity (%), I002 is the maximum intensity (in arbitrary units) of the 002 lattices at 2θ °and Iam is the lowest intensity of diffraction in the same units at 2θ=18°−19°.
Scanning electron microscopy (SEM)
The surface and microstructure of ASDF and UASDF were determined by SEM (JSM-7500 F, JEOL, Japan) at 15 kv. The dehydrated samples were placed on double-sided conductive tape covered with a 10 nm gold layer, and representative photographs of the samples were taken at 200x and 1000x magnification.
Functional characteristics
Glucose adsorption capacity (GAC)
The glucose adsorption capacity of the samples was determined as described by Qiao et al.44. The sample (0.5 g) was dissolved in 20 mL of glucose solution (100 mmol/L) and mixed in a shaker at 37 °C, 120 rpm for 2 h (QYC-2102 C, Shanghai Fuma Experimental Equipment Co., Ltd., Shanghai, China), and then centrifuged at 2441 × g for 20 min. Take 1 mL of supernatant and 2 mL DNS color development solution mixed well and immersed in 100 ℃ for 6 min. After cooling in ice water, 9 mL of distilled water was added for dilution, and the absorbance was measured at 540 nm after mixing well (UV-1900i, Shimadzu, Japan), and quantified according to the glucose standard curve (Y = 1.379X + 0.016 and R2 = 0.999). The GAC was calculated as follows Eq. (6):
Where m1 is unadsorbed glucose mass (mg), m2 is adsorbed glucose mass in the supernatant (mg), and M is the mass of SDF (g).
Cholesterol adsorption capacity (CAC)
The yolk from a fresh egg was mixed into an emulsion with water at 1:9 (v/v). 0.5 g SDF sample was added twice to 20 mL of egg yolk solution, adjusted to pH = 2 and pH = 7, and shaken for 2 h in a 120 rpm shaker environment at a temperature of 37 ℃. The supernatant was taken and centrifuged at 1693 × g for 20 min, and the absorbance was measured at 550 nm according to the o-phthalaldehyde method. Cholesterol adsorption capacity of the samples was measured as described by Zhang et al.45. 100 µL of the sample was taken and 900 µL of 90% glacial acetic acid, 0.2 ml of o-phthalaldehyde, and 4mL of concentrated sulphuric acid were added sequentially. The mixture was homogenised and allowed to stand for 10 min, and the absorbance was measured at 550 nm. The cholesterol content was calculated according to the cholesterol standard curve (Y = 0.021X + 0.045 and R2=0.999 ). The CAC was calculated as follows Eq. (7):
Where m1 is the cholesterol content in the egg yolk solution before adsorption (mg), m2 is the cholesterol content in the egg solution after adsorption (mg), and M is the mass of SDF (g).
Determination of antioxidant capacity
DPPH, ABTS, and hydroxyl radical assay were determined according to the method of Zhao et al.46, Chen et al.47 ,and Hernández-Corroto et al.48 with slight modifications.
DPPH radical scavenging assay
Anhydrous methanol was used to configure 0.1 mmol/L DPPH solution. 2 mL sample solution at various concentrations (1, 2, 3, 4, and 5 mg/mL) was mixed with 2 mL of DPPH solution. The mixture was reacted under dark conditions for 30 min. and then the absorbance was measured at 517 nm. VC was used as a positive control. The DPPH radical scavenging rate was calculated according to the following equation Eq. (8):
Where A0 is the absorbance of distilled water. A1 is the absorbance of the sample solution group. A2 is the absorbance of the sample without DPPH solution .
ABTS radical scavenging assay
0.4 mL sample solution at various concentrations (1, 2, 3, 4, and 5 mg/mL) were mixed with 3.6 mL of ABTS working solution. The reaction was kept in a dark place for 30 min, and the absorbance value was measured as A1 at 734 nm. VC was used as a positive control. The ABTS radical scavenging rate was calculated according to the following equation Eq. (9):
Where A0 is the absorbance of distilled water and buffer. A1 is the absorbance of the sample solution group. A2 is the absorbance of the sample without ABTS solution.
Hydroxyl radical scavenging capacity
1 mL SDF sample solution at various concentrations (1, 2, 3, 4, 5 mg/mL), was mixed with 1 mL of 6 mmol/L ferrous sulfate, 1 mL of 6 mmol/L salicylic acid solution, and 1 mL of 3% v/v H2O2 solution. Then the reaction was carried out at 37 ℃ for 20 min, and the absorbance was measured at 510 nm after cooling. VC was used as a positive control. The hydroxyl radical scavenging rate was calculated according to the following equation Eq. (10):
Where A0 is the absorbance of distilled water. A1 is the absorbance of the sample solution group. A2 is the absorbance of distilled water instead of H2O2 solution.
Statistical analysis
Statistical analyses were performed using SPSS 26.0 (SPSS Inc., Chicago, IL, USA) software.One-way analysis of variance (ANOVA) followed by a Duncan’s multiple range tests was perfoemed (P < 0.05). All graphs in this study were obtained using Origin 2018. All experiments were repeated 3 times and results were expressed as means ± standard error.
Data availability
The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.
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This research was funded by the Science and Technology Bureau of Zigong City (2023YKY02).
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Conceptualization, Z.L.; methodology, Y.Y.; software, F.C.; validation, Y.Y., J.X. and G.J.; formal analysis, F.C.; investigation, M.X.; resources, Y.W.; data curation, Y.L.; writing— original draft preparation, Y.Y.; writing—review and editing, F.C.; visualization, X.W.; supervision, Y.Y. All authors have read and agreed to the published version of the manuscript.
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Ye, Y., Chen, F., Lu, Z. et al. Effects of ultrasonic modification on physicochemical and structural properties of pomelo peel soluble dietary fiber extracted by alkali. Sci Rep 15, 19224 (2025). https://doi.org/10.1038/s41598-025-00227-8
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DOI: https://doi.org/10.1038/s41598-025-00227-8