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Unveiling the Influence of Osmotic Pretreatment on Dried Fruit Characteristics: A Meta-Analysis Approach
1Research Center for Agroindustry, National Research and Innovation Agency, Bogor 16911, Indonesia
2Agricultural Engineering Science Study Program, 3Department of Nutrition and Feed Technology, and 4Postharvest Technology Study Program, IPB University, Bogor 16680, Indonesia
5Chemical Engineering Study Program, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Prev Nutr Food Sci 2024; 29(2): 178-189
Published June 30, 2024 https://doi.org/10.3746/pnf.2024.29.2.178
Copyright © The Korean Society of Food Science and Nutrition.
Abstract
Keywords
INTRODUCTION
Fruits are agricultural commodities with significant moisture content, making them vulnerable to spoilage. To address this issue, drying has been widely used to decrease moisture content and water activity (Onwude et al., 2017). However, drying may compromise the quality of the final product. Fortunately, several pretreatment methods (both thermal and nonthermal) have been developed to minimize quality degradation during the drying process (Pu and Sun, 2017; Deng et al., 2019; Bassey et al., 2021).
Osmotic pretreatment is one nonthermal pretreatment (NTP) method that can preserve quality; it applies osmotic pressure to a high-concentration solution to force water molecules out of the cellular particles of materials with high moisture content (Pravitha et al., 2021). The osmotic solution usually comprises sugar, organic acid, and sodium chloride (Lewicki, 1998). NTP applications, including osmotic pretreatment, can prevent the negative effects of heat on nutritional value, color, and flavor of dried agricultural products (Osae et al., 2020). According to a previous study, osmotic pretreatment decreased nutrition loss and enzymatic browning processes (Ahmed et al., 2016). This finding was also corroborated by Pandiselvam et al. (2022) who concluded that the advanced osmotic pretreatment method inhibits phytochemical, flavor, color, and aroma degradation.
However, several studies found that osmotic pretreatment decreases the quality of dried products. One study found that chokeberry juice and a mixture of chokeberry juice and sucrose subjected to osmotic pretreatment exhibited a higher total color change value than samples without pretreatment (Kowalska et al., 2020). In other studies, sweet cherry and raspberry subjected to osmotic pretreatment exhibited lower total phenolic content (TPC) than non-pretreated samples (Franceschinis et al., 2015; Sette et al., 2017). In addition, osmotic pretreatment greatly decreased vitamin C levels in pequi and pineapple (de Mendonça et al., 2017; Zzaman et al., 2021).
Because of these diverse findings, it is important to determine whether osmotic pretreatment can preserve or decrease the quality of dried products. To verify this, a meta-analysis, which synthesizes findings from multiple independent studies to determine the overall significance of the treatment impact on the control group, can be utilized (Červenka et al., 2018). The primary conclusion regarding the significance of the treatment effect on the control can be reached by analyzing the outcomes of multiple studies and calculating their effect sizes (Borenstein et al., 2009).
Recently, several studies have investigated the effects of drying on the nutritional content of various foods. Červenka et al. (2018) examined how drying temperature affected ascorbic acid, flavonoid, and phenolic content in food products. They found that the drying temperature had a significant impact on ascorbic acid content but did not affect phenolic and flavonoid content. Kurniasari et al. (2022) investigated the bioactivity of ginger after undergoing different drying methods and found that the phenolic and flavonoid content, 6-gingerol concentration, and antioxidant activity varied depending on the method used. In another study, Yulni et al. (2023) explored the effects of freeze-thaw pretreatment on plant-based food products and found that the TPC and color were decreased, whereas total flavonoid content (TFC) was increased. In light of these studies, our research focuses on the impact of osmotic pretreatment on the qualities of dried fruit. This study aimed to examine the effects of osmotic pretreatment before drying on the qualities of dried fruit [color, vitamin B1, vitamin B3, vitamin C, titratable acidity (TA), total flavonoid, β-carotene, 2,2-diphenyl-1-picrylhydrazyl (DPPH), and total phenol] through meta-analysis. The findings are expected to provide a new quantitative reference for the effect of osmotic pretreatment in drying.
MATERIALS AND METHODS
Data source and selection criteria
A literature search was performed using the Scopus database (https://www.scopus.com) in December 2022 to identify relevant studies exploring the impact of osmotic pretreatment on the quality of dried fruit between 2000 and 2022. The search was restricted to peer-reviewed publications in English. The primary search terms that were used included “drying” and “pretreatment” or “pre-treatment.” Following the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) protocol (Liberati et al., 2009), a systematic review was conducted to minimize the effects of bias and ensure the quality of the meta-analysis. Several criteria were used for selecting literature based on the PICO protocol (Ogbuewu and Mbajiorgu, 2023): population (referring to dried fruit), intervention (referring to osmotic pretreatment), comparison (referring to osmotic pretreatment and without pretreatment), and outcomes (referring to total color differences, vitamin B1, vitamin B3, TA, total flavonoid, total phenolic, β-carotene, and DPPH).
For a comprehensive review, 148 articles that met the criteria were downloaded. However, 122 articles were excluded because of irrelevant quality parameters (42 articles), a lack of conventional osmotic pretreatment (29 articles), and insufficient data for effect size calculations (51 articles). Ultimately, 26 articles were selected after screening and reviewing. These articles were then subjected to data synthesis and statistical analysis. The literature selection procedure based on PRISMA is shown in Fig. 1.
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Figure 1. Flow chart of the search results and selection details based on PRISMA.
Data synthesis
The extracted data included moderator variables and summary statistics. Moderator variables comprised types of fruit, osmotic agents, solution concentrations, drying methods, and drying temperatures. In terms of summary statistics, the mean values, standard deviation, and sample size for control and treatment samples were included. To ensure consistency, the measurement units for each quality parameter that was examined were homogenized. WebPlotDigitizer (https://apps.automeris.io/wpd/) was used to extract data from histograms and graphs, facilitating accurate retrieval and utilization of information.
Statistical analysis
In the meta-analysis, standardized mean differences with 95% confidence intervals (95% CIs) were used to assess the effect size based on the mean difference between dried fruits without pretreatment (control) and those subjected to osmotic pretreatment. This method was selected because of its ability to calculate the effect size while excluding sample measurement units, variance, sample size, and statistical test results (Sánchez-Meca and Marín-Martínez, 2010).
Subgroups of various moderator variables, including types of fruit, osmotic agent, solution concentration, drying method, and drying temperature, were analyzed to determine the cumulative effect size (Table 1). This approach aimed to discern the effects of these variables on the magnitude of the impact of osmotic pretreatment on outcome measurement. Subgroups with fewer than three comparisons were excluded from the meta-analysis (Ogbuewu and Mbajiorgu, 2023). The sources of heterogeneity were evaluated using Q and inconsistency index (I2) statistics (Higgins and Thompson, 2002). A pooled estimate was deemed significant when the 95% CI did not encompass zero. All calculations were performed using the OpenMEE Software (Wallace et al., 2017).
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Table 1 . Results of data extraction utilized in the meta-analysis
Reference Fruit Osmotic agent Concentration (%) Drying method Temperature (°C) Quality Prothon et al. (2001) Subtropical Apple S 50S M 50, 60, 70 1 Kowalski and Mierzwa (2013) Apple S 40S C 55 1 Xiao et al. (2018) Apple S 40S ICPD 90, 95, 70 1, 4 Wang et al. (2019) Apple S 60S MV 50 1, 2, 4, 7 Önal et al. (2019) Apple S, St 1.8S, 0.1St C 50, 55, 60, 65 1 Cichowska-Bogusz et al. (2020) Apple S, SA 30SA, 50S C, MV, C-MV 70 1 Feng et al. (2022) Apricot S 30S, 45S, 60S C 60 4, 7 Andreou et al. (2021) Fig S, A, St 80S, 1.5A, 1St C 50, 60, 70 7 Lyu et al. (2017) Kiwi S 70S IR 50, 60, 70 1 Mannozzi et al. (2020) Kiwi S 40S C 50, 60, 70 4, 7 Xu et al. (2020) Kiwi S 30S, 45S, 60S C 60 1 Tylewicz et al. (2022) Kiwi S 40S C 50, 60, 70 1 An et al. (2018) Plum S 60S C 60 4 Paraskevopoulou et al. (2022) Pumpkin SA, S, A, St 40SA, 20S, 2A, 3.5St C 60 7 Kowalska et al. (2020) Quince S, FJ 65.1FJ, 70S, 70.3FJ C, MV, F 60, —40 1 Macedo et al. (2021) Strawberry S 35S C 60 1, 4, 9 Chua et al. (2004) Tropical Banana S 15S, 25S, 35S C 40 1 Rai et al. (2022) Banana S 35S, 50S, 65S C 60, 65, 70 1, 4 Özkan-Karabacak et al. (2022) Citrus S 45S V 70 4 Roy et al. (2022) Citrus S, St 10S, 2St C 45, 50, 55 1, 3, 4, 5, 6, 7, 9 Kek et al. (2013) Guava S 35S, 70S C 70 7 Zou et al. (2013) Mango S 65S C-EP 50 1, 2 Udomkun et al. (2018) Papaya S 30S F —25 1, 4, 8 Chandra et al. (2021) Papaya S 25S C 60 1, 4 Zzaman et al. (2021) Pineapple S, St 1S, 2St, 10S C 50, 55, 60 1, 2, 3, 4, 5, 6, 7, 8 Hossain et al. (2021) Taikor S, St 10S, 20S, 2St C 45, 50, 55 3, 4, 5, 6, 7, 8, 9 S, sugar; St, salt; SA, sugar alcohol; A, acid; FJ, fruit juice; M, microwave; C, convective; ICPD, instant controlled pressure drop; MV, microwave vacuum; IR, infrared; F, freeze; V, vacuum; C-EP, convective-explosion puffing; 1, total color difference; 2, titratable acidity; 3, total flavonoid content; 4, total phenolic content; 5, vitamin B1; 6, vitamin B3; 7, vitamin C; 8, β-carotene; 9, 2,2-diphenyl-1-picrylhydrazyl.
RESULTS AND DISCUSSION
Overview of studies included in the meta-analysis
Osmotic pretreatment was employed during the drying process to maintain the quality of the dried product (Sereno et al., 2001). Numerous studies have explored the effects of osmotic pretreatment (Tortoe, 2010; Yadav and Singh, 2014; Chandra and Kumari, 2015; Ahmed et al., 2016; Landim et al., 2016; Shete et al., 2018; Osae et al., 2020; Pandiselvam et al., 2022). However, to the best of our knowledge, this study is the first to apply meta-analysis approaches in assessing the impact of osmotic pretreatment on the quality of dried fruits. The literature search on the Scopus database yielded 2,832 potential references. After applying stringent selection criteria, 26 studies, published between 2001 and 2022, were deemed suitable for inclusion in the meta-analysis. The outcomes of data extraction from the selected studies are presented in Table 1, whereas the pooled results of osmotic pretreatment and control interventions on the quality of dried fruits are summarized in Table 2.
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Table 2 . Pooled results of the effect of osmotic pretreatment and control on the quality of dried fruits
Output variable ns nc SMD 95% CI SE P -valueHeterogeneity (%) Lower Upper QM DF P -valueI2 ΔE 19 106 —4.139 —4.956 —3.321 0.417 <0.001 1,745.707 105 <0.001 93.985 TA (%) 3 16 —7.439 —10.452 —4.425 1.537 <0.001 110.255 15 <0.001 86.395 TFC (mg QE/100 g) 3 30 —1.634 —2.582 —0.686 0.484 <0.001 145.454 29 <0.001 80.062 TPC (mg GAE/100 g) 13 57 0.467 —0.290 1.224 0.386 0.227 334.674 56 <0.001 83.267 Vit B1 (mg/100 g) 3 30 —7.730 —9.737 —5.724 1.024 <0.001 230.766 29 <0.001 87.433 Vit B3 (mg/100 g) 3 30 —2.208 —3.355 —1.062 0.585 <0.001 177.255 29 <0.001 83.639 Vit C (mg/100 g) 9 41 —1.235 —3.123 0.653 0.963 0.200 347.847 40 <0.001 88.501 β-Carotene (mg/100 g) 3 22 9.275 6.204 12.347 1.567 <0.001 155.667 21 <0.001 86.510 DPPH (% RSA) 4 21 1.199 0.527 1.871 0.343 <0.001 50.117 20 <0.001 60.094 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; TPC, total phenolic content; GAE, gallic acid equivalent; Vit, vitamin; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; ns, number of studies; nc, number of comparisons; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; QM, coefficient of moderators; DF, degree of freedom; I2, inconsistency index.
Effects of osmotic pretreatment on the quality of dried fruits
As shown in Table 2, osmotic pretreatment significantly affected (
This study demonstrated that osmotic pretreatment enhanced the color, β-carotene, and DPPH levels of dried fruits compared with untreated samples. This enhancement was attributed to the reduction in the time required for oxidative browning reactions, leading to decreased discoloration (Kowalska et al., 2020). Furthermore, the shorter drying time and formation of new antioxidant compounds contributed to the overall antioxidant activity (Albanese et al., 2013). Additionally, the osmotic solutions created a significant barrier on the cell surface for the release of antioxidant compounds (Nudar et al., 2023) and slowed down β-carotene oxidation (Zzaman et al., 2021). β-Carotene is a constituent soluble in fat (insoluble in water), and its leach during osmotic pretreatment is negligible (de Mendonça et al., 2017).
Osmotic pretreatment was found to cause a reduction in various nutrients in dried fruits, including TFC, TA, vitamin B1, and vitamin B3. This reduction was attributed to the loss of soluble nutrients during osmotic pretreatment, resulting in a decrease in TFC (Osae et al., 2019). In addition, the sticky syrup produced by the osmotic solution could affect the acidity of the final product and alter its characteristic taste (Tortoe, 2010; Ahmed et al., 2016). Moreover, immersion pretreatments might lead to the leaching of water-soluble vitamins, such as vitamin B, from the product (Hossain et al., 2021).
While osmotic pretreatment was found to have little impact (
Subgroup analysis: impact of moderator variables on the quality of dried fruits
The substantial heterogeneity observed in the data obtained from the included studies led to a broad 95% CI range (Table 2). Various factors contributed to this heterogeneity, including different types of fruit, solution concentrations, types of solution, varying drying temperatures, and diverse drying methods. Consequently, a subgroup analysis was conducted based on the types of fruit, osmotic agents, solution concentrations, drying methods, and drying temperatures. The objective was to discern the influence of moderator variables on the quality of dried fruits. Of note, certain parameters, such as solution temperature, agitation, solution-to-sample ratio, and treatment duration, could not be analyzed because of limited information.
Subgroup analysis: impact of types of fruit on the quality of dried fruits
In this study, a subgroup analysis was conducted to evaluate the effects of osmotic pretreatment on the qualities of dried fruits across different fruit types (Table 3). The results showed that osmotic pretreatment significantly decreased the ΔE values (
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Table 3 . Subgroup analysis: impact of types of fruit on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Papaya —1.339 —3.097 0.419 0.897 0.135 Banana —7.264 —12.073 —2.454 2.454 0.003 Apple —11.455 —13.239 —9.671 0.910 <0.001 Taikor —45.051 —61.729 —28.374 8.509 <0.001 Quince 3.043 0.278 5.807 1.411 0.031 Kiwi —2.585 —3.567 —1.602 0.501 <0.001 Citrus 1.266 0.240 2.292 0.523 0.016 Mango —1.938 —2.555 —1.320 0.315 <0.001 Pineapple —1.370 —2.170 —0.570 0.408 <0.001 Vitamin B1 (mg/100 g) Taikor —0.914 —2.484 0.655 0.801 0.254 Citrus —12.149 —16.474 —7.823 2.207 <0.001 Pineapple —12.807 —16.113 —9.502 1.687 <0.001 Vitamin B3 (mg/100 g) Taikor —0.265 —1.551 1.020 0.656 0.686 Citrus 0.413 —0.485 1.310 0.458 0.367 Pineapple —10.085 —12.689 —7.482 1.328 <0.001 Vitamin C (mg/100 g) Taikor 6.772 —9.718 23.261 8.413 0.421 Kiwi —3.442 —7.589 0.704 2.116 0.104 Citrus —0.952 —2.112 0.208 0.592 0.108 Pineapple —98.795 —133.562 —64.029 17.738 <0.001 TA (%) Mango 1.281 —3.406 5.969 2.392 0.592 Pineapple —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Taikor —0.577 —1.405 0.252 0.423 0.172 Citrus —0.705 —3.969 2.559 1.665 0.672 Pineapple —3.026 —4.326 —1.726 0.663 <0.001 β-Carotene (mg/100 g) Taikor 19.022 10.590 27.454 4.302 <0.001 Pineapple 7.931 4.955 10.906 1.518 <0.001 DPPH (% RSA) Taikor 0.794 0.084 1.504 0.362 0.028 Citrus 0.979 0.077 1.881 0.460 0.033 TPC (mg GAE/100 g) Papaya 2.625 —3.585 8.835 3.169 0.407 Apricot 6.985 4.517 9.452 1.259 <0.001 Taikor 1.104 —0.184 2.393 0.657 0.093 Kiwi —2.007 —5.197 1.184 1.628 0.218 Citrus 0.071 —1.424 1.566 0.763 0.926 Banana 0.048 —0.877 0.972 0.472 0.920 Apple —0.614 —2.020 0.792 0.717 0.392 Pineapple 0.768 —1.624 3.159 1.220 0.529 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
Osmotic-dried pineapple showed a significant decrease (
Based on our findings, the response of different types of fruit to osmotic pretreatment varied significantly. Fruit characteristics, including species, kind, and maturity level, play a crucial role in determining the amount of mass transferred during osmotic drying (Bekele and Ramaswamy, 2010). Furthermore, the kinetics of osmotic mass transfer in food are influenced by variations in chemical content (e.g., carbohydrates, fats, proteins, and salt) and physical properties (e.g., skin, porosity, fiber orientation, and cell arrangement) (Rahman, 2007). Consequently, each fruit responded differently when subjected to osmotic pretreatment before the drying process. Drawing definitive conclusions about the ideal fruit for osmotic pretreatment was challenging because of the variations observed within each quality category. However, it could be inferred that taikor benefited most from osmotic pretreatment. This was evident through the enhanced β-carotene and DPPH levels, minimizing color changes and preserving vitamin B1, vitamin B3, vitamin C, TFC, and TPC.
Subgroup analysis: impact of osmotic agents on the quality of dried fruits
In Table 4, subgroup analysis showed that different osmotic agents, including sugar, sugar alcohol, sugar-salt, fruit juice-sugar, salt, and fruit juice, had a significant effect (
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Table 4 . Subgroup analysis: impact of osmotic agents on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Sugar —5.642 —6.624 —4.661 0.501 <0.001 SA —2.008 —3.821 —0.194 0.925 0.030 Salt —1.277 —3.980 1.427 1.379 0.355 FJ 3.583 —0.743 7.909 2.207 0.105 FJ-sugar 9.404 5.722 13.085 1.878 <0.001 Sugar-salt —4.710 —6.600 —2.820 0.964 <0.001 Vitamin B1 (mg/100 g) Sugar —7.338 —9.652 —5.024 1.181 <0.001 Salt —9.568 —14.008 —5.127 2.266 <0.001 Vitamin B3 (mg/100 g) Sugar —2.756 —4.244 —1.268 0.759 <0.001 Salt —0.992 —2.758 0.774 0.901 0.271 Vitamin C (mg/100 g) Sugar —0.220 —2.139 1.699 0.979 0.822 Salt —12.833 —20.305 —5.361 3.812 <0.001 TA (%) Sugar —7.303 —10.800 —3.807 1.784 <0.001 Salt —8.112 —10.930 —5.294 1.438 <0.001 TFC (mg QE/100 g) Sugar —1.275 —2.382 —0.168 0.565 0.024 Salt —2.569 —4.473 —0.665 0.971 0.008 β-Carotene (mg/100 g) Sugar 9.320 5.415 13.225 1.992 <0.001 Salt 9.257 4.578 13.937 2.388 <0.001 DPPH (% RSA) Sugar 1.147 0.221 2.074 0.473 0.015 Salt 1.481 0.732 2.230 0.382 <0.001 TPC (mg GAE/100 g) Sugar 0.376 —0.489 1.241 0.441 0.395 Salt 0.855 —0.694 2.403 0.790 0.280 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
The analysis also showed that the use of sugar and salt as osmotic agents caused a significant decrease (
Based on the analysis results, sugar emerged as a superior osmotic agent compared with salt, showcasing its ability to maintain vitamin C and TPC, increase β-carotene and DPPH levels, and prevent undesirable color changes. Tortoe (2010) also suggested that high sugar concentrations could effectively inhibit enzymatic oxidative browning reactions, a crucial factor for preserving the quality of dried products. Interestingly, while sodium is preferred for vegetables, sugar is commonly used for fruits (Sereno et al., 2001; Yadav and Singh, 2014). The effectiveness, convenience, and desirable flavor profile of sugar have contributed to its popularity (Tortoe, 2010). Sugar alcohol and sugar-salt may hold the potential for further improving the quality of dried fruits by reducing ΔE. However, additional research is needed to determine their impact on more qualities.
Subgroup analysis: impact of solution concentrations on the quality of dried fruits
Table 5 presents a subgroup analysis focusing on the impact of solution concentrations on dried fruits. The results showed the significant effects (
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Table 5 . Subgroup analysis: impact of solution concentrations on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 1S —1.248 —2.427 —0.069 0.602 0.038 1.8S-0.1St —4.710 —6.600 —2.820 0.964 <0.001 2St —1.277 —3.980 1.427 1.379 0.355 10S —1.157 —2.768 0.454 0.822 0.159 30S —1.589 —2.531 —0.647 0.481 <0.001 30SA —2.008 —3.821 —0.194 0.925 0.030 40S —20.543 —24.068 —17.019 1.798 <0.001 45S —1.281 —2.318 —0.243 0.529 0.016 50S 0.243 —0.557 1.042 0.408 0.552 60S —2.751 —5.732 0.230 1.521 0.070 61.26S —10.268 —17.435 —3.102 3.656 0.005 65S —1.938 —2.555 —1.320 0.315 <0.001 65.1FJ 10.764 7.517 14.012 1.657 <0.001 70S-65.1FJ 6.381 —2.400 15.163 4.481 0.154 70S —3.899 —5.216 —2.582 0.672 <0.001 70.3FJ —21.879 —38.295 —5.463 8.376 0.009 Vitamin B1 (mg/100 g) 1S —16.069 —29.689 —2.449 6.949 0.021 2St —9.568 —14.008 —5.127 2.266 <0.001 10S —6.635 —8.986 —4.283 1.200 <0.001 Vitamin B3 (mg/100 g) 1S —13.878 —25.559 —2.197 5.960 0.020 2St —0.992 —2.758 0.774 0.901 0.271 10S —1.991 —3.407 —0.574 0.723 0.006 Vitamin C (mg/100 g) 1S —80.075 —111.661 —48.490 16.115 <0.001 2St —12.833 —20.305 —5.361 3.812 <0.001 10S 0.817 —1.920 3.555 1.397 0.558 40S —3.442 —7.589 0.704 2.116 0.104 TA (%) 1S —9.843 —16.648 —3.038 3.472 0.005 2St —8.112 —10.930 —5.294 1.438 <0.001 10S —10.382 —12.903 —7.860 1.286 <0.001 65S 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 1S —5.347 —7.344 —3.351 1.019 <0.001 2St —2.569 —4.473 —0.665 0.971 0.008 10S —0.721 —1.813 0.371 0.557 0.195 β-Carotene (mg/100 g) 1S 1.988 —0.451 4.426 1.244 0.110 2St 9.257 4.578 13.937 2.388 <0.001 10S 15.694 10.262 21.126 2.772 <0.001 DPPH (% RSA) 2St 1.481 0.732 2.230 0.382 <0.001 10S 0.587 —0.142 1.316 0.372 0.114 TPC (mg GAE/100 g) 1S —7.116 —19.522 5.289 6.330 0.261 2St 0.855 —0.694 2.403 0.790 0.280 10S 2.257 1.245 3.269 0.517 <0.001 40S —1.320 —2.329 —0.310 0.515 0.010 45S —3.656 —4.739 —2.574 0.552 <0.001 60S 1.047 —8.266 10.359 4.751 0.826 61.26S 0.048 —0.877 0.972 0.472 0.920 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; S, sugar; St, salt; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
Based on the available data, determining the ideal concentration for osmotic pretreatment is challenging. However, 10% sugar concentration was found to be the most effective, increasing β-carotene levels and TPC while preserving TFC and DPPH levels. Additionally, 2% salt solution is recommended for osmotic pretreatment as it increases β-carotene and DPPH levels while maintaining color, TPC, and vitamin B3 levels in dried fruits. Of note, the solution concentration should not be too low as it may result in low osmotic pressure and insufficient driving force to remove water from the material (Chandra and Kumari, 2015). Conversely, high-concentration osmotic solutions have demonstrated greater efficacy in maintaining the antioxidant capacity (Landim et al., 2016).
Subgroup analysis: impact of drying methods on the quality of dried fruits
Table 6 presents a subgroup analysis that examines the impact of various drying methods on the quality of dried fruits. Aside from vitamin C, convective drying significantly influenced (
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Table 6 . Subgroup analysis: impact of drying methods on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Convective —5.935 —7.235 —4.635 0.663 <0.001 MV —1.140 —4.407 2.128 1.667 0.494 C-MV 0.229 —0.433 0.891 0.338 0.498 Freeze 2.642 —2.816 8.100 2.785 0.343 Infrared —6.027 —8.216 —3.838 1.117 <0.001 Microwave 0.433 —0.393 1.259 0.421 0.304 ICPD —7.670 —9.348 —5.991 0.856 <0.001 C-EP —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) Convective —7.730 —9.737 —5.724 1.024 <0.001 Vitamin B3 (mg/100 g) Convective —2.208 —3.355 —1.062 0.585 <0.001 Vitamin C (mg/100 g) Convective —1.493 —3.416 0.429 0.981 0.128 TA (%) C-EP 1.281 —3.406 5.969 2.392 0.592 Convective —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Convective —1.634 —2.582 —0.686 0.484 <0.001 β-Carotene (mg/100 g) Convective 10.220 7.219 13.221 1.531 <0.001 DPPH (% RSA) Convective 1.133 0.446 1.820 0.350 0.001 TPC (mg GAE/100 g) Convective 1.254 0.397 2.110 0.437 0.004 Vacuum —2.692 —4.870 —0.514 1.111 0.015 ICPD —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; MV, microwave vacuum; C-MV, convective-MV; ICPD, instant controlled pressure drop; C-EP, convective-explosion puffing.
According to Ramya and Jain (2017), osmotic dehydration is not a reliable method for maintaining the shelf life and stability of the final product for an extended period. Therefore, other drying methods should be considered. Based on this study, convective drying was the only suitable method for analyzing all observed dried fruit qualities. Ramya and Jain (2017) suggested that this was because of the reliance on hot air drying in most artificial drying operations. When combined with osmotic pretreatment, this technique was highly effective in drying fruits as it enhanced color, β-carotene, DPPH, and TPC while preserving vitamin C compared with untreated samples. Known for its ability to increase water transfer, osmotic dehydration (Garcia et al., 2007) was particularly effective in shortening the drying process (Fernandes et al., 2006) and mitigating the damage caused by heating during convective drying. There is potential for combining osmotic pretreatment with infrared, ICPD, and C-EP drying methods to further enhance the color of dried fruits.
Subgroup analysis: impact of drying temperatures on the quality of dried fruits
Table 7 shows the results of subgroup analysis for drying temperatures. A drying temperature of 45°C showed statistically significant effects (
-
Table 7 . Subgroup analysis: impact of drying temperatures on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 45 —3.941 —8.700 0.818 2.428 0.105 50 —1.295 —3.048 0.459 0.895 0.148 55 —30.757 —36.312 —25.202 2.834 <0.001 60 —1.008 —2.001 —0.016 0.507 0.047 70 —1.371 —2.367 —0.375 0.508 0.007 -40 2.642 —2.816 8.100 2.785 0.343 90-95-70 —7.670 —9.348 —5.991 0.856 <0.001 50-95-75 —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) 45 —5.895 —9.157 —2.633 1.664 <0.001 50 —7.317 —10.949 —3.686 1.853 <0.001 55 —7.256 —10.927 —3.586 1.873 <0.001 60 —17.070 —23.863 —10.278 3.466 <0.001 Vitamin B3 (mg/100 g) 45 —0.018 —1.488 1.453 0.750 0.981 50 —2.661 —4.738 —0.584 1.060 0.012 55 —1.776 —3.770 0.217 1.017 0.081 60 —11.797 —16.785 6.810 2.545 <0.001 Vitamin C (mg/100 g) 45 —1.274 —4.941 2.392 1.871 0.496 50 —2.123 —6.535 2.289 2.251 0.346 55 —0.300 —6.076 5.476 2.947 0.919 60 —1.354 —6.564 3.857 2.658 0.611 70 —2.518 —5.461 0.424 1.501 0.093 TA (%) 50 —11.303 —14.306 —8.301 1.532 <0.001 55 —10.088 —13.084 —7.091 1.529 <0.001 60 —6.718 —8.875 —4.560 1.101 <0.001 50-95-75 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 45 —0.782 —2.764 1.199 1.011 0.439 50 —2.482 —3.748 —1.216 0.646 <0.001 55 —0.286 —2.375 1.804 1.066 0.789 60 —3.388 —4.655 —2.121 0.646 <0.001 β-Carotene (mg/100 g) 45 6.946 3.790 10.102 1.610 <0.001 50 14.550 5.852 23.247 4.437 0.001 55 9.577 4.033 15.121 2.829 <0.001 60 15.229 4.839 25.618 5.301 0.004 DPPH (% RSA) 45 0.544 —0.141 1.229 0.349 0.120 50 0.881 0.172 1.590 0.362 0.015 55 1.414 —0.201 3.029 0.824 0.086 60 7.269 1.173 13.364 3.110 0.019 TPC (mg GAE/100 g) 45 1.384 0.654 2.115 0.373 <0.001 50 1.136 —0.964 3.236 1.071 0.289 55 0.623 —1.116 2.361 0.887 0.483 60 2.736 0.289 5.184 1.249 0.028 70 —2.536 —4.182 —0.890 0.840 0.003 90-95-70 —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
After conducting experiments at drying temperatures of 45°C, 50°C, 55°C, and 60°C for osmotically pretreated dried fruits, we found that a temperature of 60°C yielded the best results. This temperature not only minimized color changes but also increased the levels of vitamin B1, β-carotene, DPPH, and TPC while preserving vitamin C. The increase in drying temperature could shorten the drying time and enhance the effective moisture diffusivity value (Lyu et al., 2017). Additionally, employing osmotic pretreatment could further expedite the drying process (Fernandes et al., 2006). Therefore, a drying temperature of 60°C is recommended for drying fruits with osmotic pretreatment for better quality.
Based on the research findings, osmotic pretreatment yields mixed results. While it enhances certain qualities of dried fruits, such as total color difference, β-carotene, and DPPH, it also has negative effects in total flavonoids, vitamin B1, and vitamin B3. Generally, the bioactive compounds in fruits, including β-carotene, DPPH, and flavonoids, will undergo a decline when dried, but osmotic pretreatment has a differing impact on them. Compared with the control, osmotic pretreatment increases DPPH levels because it forms a barrier on the cell surface that can prevent the release of antioxidant compounds. Similarly, the formation of a barrier resulting from osmotic pretreatment can impede the entry of oxygen, thus slowing down β-carotene oxidation. Additionally, β-carotene is a constituent insoluble in water. Hence, there is no reduction in β-carotene because of leaching during osmotic pretreatment. Conversely, TFC is a constituent soluble in water. Thus, immersion in osmotic solution results in the loss of soluble nutrients, leading to a decrease in TFC.
The qualities of dried fruits are influenced by factors, including the type of fruit, osmotic agent, solution concentration, drying method, and drying temperature. Each fruit exhibits a different response when subjected to osmotic pretreatment. In this study, taikor benefited the most from osmotic pretreatment compared with other fruits. This is evidenced by the increase in β-carotene and DPPH levels; reduction in color changes; and preservation of vitamin B1, vitamin B3, vitamin C, TFC, and TPC compared with the control. To enhance the quality of dried fruits, a 10% sugar solution is an effective additive. Moreover, osmotic dehydration should be combined with convective drying at a temperature of 60°C for optimal results in the drying process. The findings of this study can provide valuable insights and future research paths to improve the quality of dried fruits.
FUNDING
The author acknowledges the full support of research funding through the House of Appropriate Technology and Process Programs under the coordination of the Research Organization for Agriculture and Food, National Research and Innovation Agency, Republic of Indonesia (9/III.11/HK/2023).
AUTHOR DISCLOSURE STATEMENT
The authors declare no conflict of interest.
AUTHOR CONTRIBUTIONS
Concept and design: TY, WA. Analysis and interpretation: TY, WA. Data collection: TY, WA, MNA, LKH, TEPM, HDH, A, PYF, DA, MMJL. Writing the article: TY, WA. Critical revision of the article: AJ. Final approval of the article: all authors. Statistical analysis: TY, WA. Obtained funding: WA. Overall responsibility: all authors.
References
- Ahmed I, Qazi IM, Jamal S. Developments in osmotic dehydration technique for the preservation of fruits and vegetables. Innov Food Sci Emerg Technol. 2016. 34:29-43.
- Albanese D, Cinquanta L, Cuccurullo G, Di Matteo M. Effects of microwave and hot-air drying methods on colour, β-carotene and radical scavenging activity of apricots. Int J Food Sci Technol. 2013. 48:1327-1333.
- An K, Wu J, Tang D, Wen J, Fu M, Xiao G, et al. Effect of carbonic maceration (CM) on mass transfer characteristics and quality attributes of Sanhua plum (
Prunus Salicina Lindl.). LWT. 2018. 87:537-545. - Andreou V, Thanou I, Giannoglou M, Giannakourou MC, Katsaros G. Dried figs quality improvement and process energy savings by combinatory application of osmotic pretreatment and conventional air drying. Foods. 2021. 10:1846. https://doi.org/10.3390/foods10081846.
- Bassey EJ, Cheng JH, Sun DW. Novel nonthermal and thermal pretreatments for enhancing drying performance and improving quality of fruits and vegetables. Trends Food Sci Technol. 2021. 112:137-148.
- Bekele Y, Ramaswamy H. Going beyond conventional osmotic dehydration for quality advantage and energy savings. J Appl Sci Technol. 2010. 1:1-15.
- Borenstein M, Hedges LV, Higgins JPT, Rothstein HR. Introduction to meta‐analysis. John Wiley & Sons. 2009. p 3-14.
- Červenka L, Červenková Z, Velichová H. Is air-drying of plant-based food at low temperature really favorable? A meta-analytical approach to ascorbic acid, total phenolic, and total flavonoid contents. Food Rev Int. 2018. 34:434-446.
- Chandra A, Kumar S, Tarafdar A, Nema PK. Ultrasonic and osmotic pretreatments followed by convective and vacuum drying of papaya slices. J Sci Food Agric. 2021. 101:2264-2272.
- Chandra S, Kumari D. Recent development in osmotic dehydration of fruit and vegetables: a review. Crit Rev Food Sci Nutr. 2015. 55:552-561.
- Chua KJ, Chou SK, Mujumdar AS, Ho JC, Hon CK. Radiant-convective drying of osmotic treated agro-products: effect on drying kinetics and product quality. Food Control. 2004. 15:145-158.
- Cichowska-Bogusz J, Figiel A, Carbonell-Barrachina AA, Pasławska M, Witrowa-Rajchert D. Physicochemical properties of dried apple slices: impact of osmo-dehydration, sonication, and drying methods. Molecules. 2020. 25:1078. https://doi.org/10.3390/molecules25051078.
- Ciurzyńska A, Kowalska H, Czajkowska K, Lenart A. Osmotic dehydration in production of sustainable and healthy food. Trends Food Sci Technol. 2016. 50:186-192.
- de Mendonça KS, Corrêa JL, Junqueira JR, Cirillo MA, Figueira FV, Carvalho EE. Influences of convective and vacuum drying on the quality attributes of osmo-dried pequi (
Caryocar brasiliense Camb.) slices. Food Chem. 2017. 224:212-218. - Deng LZ, Mujumdar AS, Zhang Q, Yang XH, Wang J, Zheng ZA, et al. Chemical and physical pretreatments of fruits and vegetables: Effects on drying characteristics and quality attributes-a comprehensive review. Crit Rev Food Sci Nutr. 2019. 59:1408-1432.
- Feng X, Sun J, Liu B, Zhou X, Jiang L, Jiang W. Effect of gradient concentration pre-osmotic dehydration on keeping air-dried apricot antioxidant activity and bioactive compounds. J Food Process Preserv. 2022. 46:e16688. https://doi.org/10.1111/jfpp.16688.
- Fernandes FAN, Rodrigues S, Gaspareto OCP, Oliveira EL. Optimization of osmotic dehydration of papaya followed by air-drying. Food Res Int. 2006. 39:492-498.
- Franceschinis L, Sette P, Schebor C, Salvatori D. Color and bioactive compounds characteristics on dehydrated sweet cherry products. Food Bioprocess Technol. 2015. 8:1716-1729.
- Garcia CC, Mauro MA, Kimura M. Kinetics of osmotic dehydration and air-drying of pumpkins (
Cucurbita moschata ). J Food Eng. 2007. 82:284-291. - Higgins JP, Thompson SG. Quantifying heterogeneity in a meta-analysis. Stat Med. 2002. 21:1539-1558.
- Hossain MA, Dey P, Joy RI. Effect of osmotic pretreatment and drying temperature on drying kinetics, antioxidant activity, and overall quality of taikor (
Garcinia pedunculata Roxb.) slices. Saudi J Biol Sci. 2021. 28:7269-7280. - Kek SP, Chin NL, Yusof YA. Direct and indirect power ultrasound assisted pre-osmotic treatments in convective drying of guava slices. Food Bioprod Process. 2013. 91:495-506.
- Kowalska H, Marzec A, Domian E, Masiarz E, Ciurzyńska A, Galus S, et al. Physical and sensory properties of Japanese quince chips obtained by osmotic dehydration in fruit juice concentrates and hybrid drying. Molecules. 2020. 25:5504. https://doi.org/10.3390/molecules25235504.
- Kowalski SJ, Mierzwa D. Influence of osmotic pretreatment on kinetics of convective drying and quality of apples. Dry Technol. 2013. 31:1849-1855.
- Kurniasari H, David W, Cempaka L, Ardiansyah. Effects of drying techniques on bioactivity of ginger (
Zingiber officinale ): A meta-analysis investigation. AIMS Agric Food. 2022. 7:197-211. - Landim APM, Barbosa MIMJ, Barbosa JL Jr. Influence of osmotic dehydration on bioactive compounds, antioxidant capacity, color and texture of fruits and vegetables: a review. Ciênc Rural. 2016. 46:1714-1722.
- Lewicki PP. Effect of pre‐drying treatment, drying and rehydration on plant tissue properties: A review. Int J Food Prop. 1998. 1:1-22.
- Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gøtzsche PC, Ioannidis JP, et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. J Clin Epidemiol. 2009. 62:e1-e34.
- Lyu J, Chen Q, Bi J, Zeng M, Wu X. Drying characteristics and quality of kiwifruit slices with/without osmotic dehydration under short- and medium-wave infrared radiation drying. Int J Food Eng. 2017. 13:20160391. https://doi.org/10.1515/ijfe-2016-0391.
- Macedo LL, Corrêa JLG, da Silva Araújo C, Vimercati WC, Júnior IP. Convective drying with ethanol pre-treatment of strawberry enriched with isomaltulose. Food Bioprocess Technol. 2021. 14:2046-2061.
- Mannozzi C, Tylewicz U, Tappi S, Dalla Rosa M, Rocculi P, Romani S. The influence of different pre-treatments on the quality and nutritional characteristics in dried undersized yellow kiwifruit. Appl Sci. 2020. 10:8432. https://doi.org/10.3390/app10238432.
- Nudar J, Roy M, Ahmed S. Combined osmotic pretreatment and hot air drying: Evaluation of drying kinetics and quality parameters of adajamir (
Citrus assamensis ). Heliyon. 2023. 9:e19545. https://doi.org/10.1016/j.heliyon.2023.e19545. - Ogbuewu IP, Mbajiorgu CA. Meta-analysis of the influence of dietary cassava on productive indices and egg quality of laying hens. Heliyon. 2023. 9:e13998. https://doi.org/10.1016/j.heliyon.2023.e13998.
- Önal B, Adiletta G, Crescitelli A, Di Matteo M, Russo P. Optimization of hot air drying temperature combined with pre-treatment to improve physico-chemical and nutritional quality of 'Annurca' apple. Food Bioprod Process. 2019. 115:87-99.
- Onwude DI, Hashim N, Janius R, Abdan K, Chen G, Oladejo AO. Non-thermal hybrid drying of fruits and vegetables: A review of current technologies. Innov Food Sci Emerg Technol. 2017. 43:223-238.
- Osae R, Essilfie G, Alolga RN, Akaba S, Song X, Owusu-Ansah P, et al. Application of non-thermal pretreatment techniques on agricultural products prior to drying: a review. J Sci Food Agric. 2020. 100:2585-2599.
- Osae R, Zhou C, Xu B, Tchabo W, Tahir HE, Mustapha AT, et al. Effects of ultrasound, osmotic dehydration, and osmosonication pretreatments on bioactive compounds, chemical characterization, enzyme inactivation, color, and antioxidant activity of dried ginger slices. J Food Biochem. 2019. 43:e12832. https://doi.org/10.1111/jfbc.12832.
- Özkan-Karabacak A, Özcan-Sinir G, Çopur AE, Bayizit M. Effect of osmotic dehydration pretreatment on the drying characteristics and quality properties of semi-dried (intermediate) kumquat (
Citrus japonica ) slices by vacuum dryer. Foods. 2022. 11:2139. https://doi.org/10.3390/foods11142139. - Pandiselvam R, Tak Y, Olum E, Sujayasree OJ, Tekgül Y, Çalışkan Koç G, et al. Advanced osmotic dehydration techniques combined with emerging drying methods for sustainable food production: Impact on bioactive components, texture, color, and sensory properties of food. J Texture Stud. 2022. 53:737-762.
- Paraskevopoulou E, Andreou V, Dermesonlouoglou EK, Taoukis PS. Combined effect of pulsed electric field and osmotic dehydration pretreatments on mass transfer and quality of air-dried pumpkin. J Food Sci. 2022. 87:4839-4853.
- Pravitha M, Manikantan MR, Ajesh Kumar V, Beegum S, Pandiselvam R. Optimization of process parameters for the production of jaggery infused osmo-dehydrated coconut chips. LWT. 2021. 146:111441. https://doi.org/10.1016/j.lwt.2021.111441.
- Prothon F, Ahrné LM, Funebo T, Kidman S, Langton M, Sjöholm I. Effects of combined osmotic and microwave dehydration of apple on texture, microstructure and rehydration characteristics. LWT. 2001. 34:95-101.
- Pu YY, Sun DW. Combined hot-air and microwave-vacuum drying for improving drying uniformity of mango slices based on hyperspectral imaging visualisation of moisture content distribution. Biosyst Eng. 2017. 156:108-119.
- Quiles A, Hernando I, Pérez-Munuera I, Larrea V, Llorca E, Lluch MÁ. Polyphenoloxidase (PPO) activity and osmotic dehydration in Granny Smith apple. J Sci Food Agric. 2005. 85:1017-1020.
- Rahman MS. Osmotic dehydration of foods. In: Rahman MS, editor. Handbook of Food Preservation. 2nd ed. CRC Press. 2007. p 433-446.
- Rai R, Rani P, Tripathy PP. Osmo-air drying of banana slices: multivariate analysis, process optimization and product quality characterization. J Food Sci Technol. 2022. 59:2430-2447.
- Ramya V, Jain NK. A review on osmotic dehydration of fruits and vegetables: an integrated approach. J Food Process Eng. 2017. 40:e12440. https://doi.org/10.1111/jfpe.12440.
- Roy M, Bulbul MAI, Hossain MA, Shourove JH, Ahmed S, Sarkar A, et al. Study on the drying kinetics and quality parameters of osmotic pre-treated dried Satkara (
Citrus macroptera ) fruits. J Food Meas Charact. 2022. 16:471-485. - Sánchez-Meca J, Marín-Martínez F. Meta analysis. Int Encycl Educ. 2010. 7:274-282.
- Sereno AM, Moreira R, Martinez E. Mass transfer coefficients during osmotic dehydration of apple in single and combined aqueous solutions of sugar and salt. J Food Eng. 2001. 47:43-49.
- Sette P, Franceschinis L, Schebor C, Salvatori D. Fruit snacks from raspberries: influence of drying parameters on colour degradation and bioactive potential. Int J Food Sci Technol. 2017. 52:313-328.
- Shete YV, Chavan SM, Champawat PS, Jain SK. Reviews on osmotic dehydration of fruits and vegetables. J Pharmacogn Phytochem. 2018. 7:1964-1969.
- Tortoe C. A review of osmodehydration for food industry. Afr J Food Sci. 2010. 4:303-324.
- Tylewicz U, Mannozzi C, Castagnini JM, Genovese J, Romani S, Rocculi P, et al. Application of PEF- and OD-assisted drying for kiwifruit waste valorization. Innov Food Sci Emerg Technol. 2022. 77:102952. https://doi.org/10.1016/j.ifset.2022.102952.
- Udomkun P, Argyropoulos D, Nagle M, Mahayothee B, Oladeji AE, Müller J. Changes in microstructure and functional properties of papaya as affected by osmotic pre-treatment combined with freeze-drying. J Food Meas Charact. 2018. 12:1028-1037.
- Wallace BC, Lajeunesse MJ, Dietz G, Dahabreh IJ, Trikalinos TA, Schmid CH, et al.
OpenMEE : Intuitive, open-source software for meta-analysis in ecology and evolutionary biology. Methods Ecol Evol. 2017. 8:941-947. - Wang Y, Zhao H, Deng H, Song X, Zhang W, Wu S, et al. Influence of pretreatments on microwave vacuum drying kinetics, physicochemical properties and sensory quality of apple slices. Pol J Food Nutr Sci. 2019. 69:297-306.
- Xiao M, Bi J, Yi J, Zhao Y, Peng J, Zhou L, et al. Osmotic pretreatment for instant controlled pressure drop dried apple chips: Impact of the type of saccharides and treatment conditions. Dry Technol. 2019. 37:896-905.
- Xu R, Zhou X, Wang S. Comparative analyses of three pretreatments on color of kiwifruits during hot air drying. Int J Agric Biol Eng. 2020. 13:228-234.
- Yadav AK, Singh SV. Osmotic dehydration of fruits and vegetables: a review. J Food Sci Technol. 2014. 51:1654-1673.
- Yulni T, Luketsi WP, Agusta W, Koeslulat EE, Spetriani, Prasetyani LN. Does a freeze-thaw pretreatment enhance the quality of dried foods? A meta-analysis. J Keteknikan Pertan. 2023. 11:240-252.
- Zou K, Teng J, Huang L, Dai X, Wei B. Effect of osmotic pretreatment on quality of mango chips by explosion puffing drying. LWT. 2013. 51:253-259.
- Zzaman W, Biswas R, Hossain MA. Application of immersion pre-treatments and drying temperatures to improve the comprehensive quality of pineapple (
Ananas comosus ) slices. Heliyon. 2021. 7:e05882. https://doi.org/10.1016/j.heliyon.2020.e05882.
Article
Original
Prev Nutr Food Sci 2024; 29(2): 178-189
Published online June 30, 2024 https://doi.org/10.3746/pnf.2024.29.2.178
Copyright © The Korean Society of Food Science and Nutrition.
Unveiling the Influence of Osmotic Pretreatment on Dried Fruit Characteristics: A Meta-Analysis Approach
Tri Yulni1,2 , Waqif Agusta1 , Anuraga Jayanegara3 , Mohammad Nafila Alfa1,4 , Lusiana Kresnawati Hartono1 , Tantry Eko Putri Mariastuty1 , Herdiarti Destika Hermansyah1,4 , Astuti1,5 , Primawati Yenni Fauziah1 , Dian Anggraeni1 , Meivie Meiske Jetty Lintang1
1Research Center for Agroindustry, National Research and Innovation Agency, Bogor 16911, Indonesia
2Agricultural Engineering Science Study Program, 3Department of Nutrition and Feed Technology, and 4Postharvest Technology Study Program, IPB University, Bogor 16680, Indonesia
5Chemical Engineering Study Program, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia
Correspondence to:Tri Yulni, E-mail: tri.yulni@brin.go.id
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Abstract
Considering the diverse findings regarding the impact of osmotic pretreatment on the quality of dried products, it is important to determine whether osmotic pretreatment can either maintain or reduce the quality of fruit products. Thus, the present study aimed to scrutinize research regarding the influence of osmotic pretreatment on the qualities of dried fruits through meta-analysis. The Scopus database was used to search for relevant articles. Following the Preferred Reporting Items for Systematic Reviews and Meta-analyses protocol, 26 studies that met the criteria for meta-analysis were identified. The presentation included statistics (mean, standard deviation, sample size) and moderator variables (fruit types, osmotic agents, solution concentrations, drying methods, and drying temperatures). After pooling data using a random effects model, the OpenMEE software was used to conduct meta-analysis. The results showed that osmo-dried fruits had significantly decreased total color difference, titratable acidity, total flavonoid content, and vitamins B1 and B3 (P<0.05) and significantly increased β-carotene and 2,2-diphenyl-1-picrylhydrazyl levels (P<0.05). Osmotic pretreatment did not affect total phenolic content and vitamin C. Subgroup analysis highlighted the influence of moderator variables on the quality of osmo-dried fruits, with each fruit responding differently to osmotic pretreatment. Moreover, using 10% sugar solution as an additive effectively enhanced the quality of dried fruits. In addition, osmotic dehydration can be combined with convective drying at a temperature of 60°C for optimal results in the drying process.
Keywords: color, flavonoids, food preservation, vitamins
INTRODUCTION
Fruits are agricultural commodities with significant moisture content, making them vulnerable to spoilage. To address this issue, drying has been widely used to decrease moisture content and water activity (Onwude et al., 2017). However, drying may compromise the quality of the final product. Fortunately, several pretreatment methods (both thermal and nonthermal) have been developed to minimize quality degradation during the drying process (Pu and Sun, 2017; Deng et al., 2019; Bassey et al., 2021).
Osmotic pretreatment is one nonthermal pretreatment (NTP) method that can preserve quality; it applies osmotic pressure to a high-concentration solution to force water molecules out of the cellular particles of materials with high moisture content (Pravitha et al., 2021). The osmotic solution usually comprises sugar, organic acid, and sodium chloride (Lewicki, 1998). NTP applications, including osmotic pretreatment, can prevent the negative effects of heat on nutritional value, color, and flavor of dried agricultural products (Osae et al., 2020). According to a previous study, osmotic pretreatment decreased nutrition loss and enzymatic browning processes (Ahmed et al., 2016). This finding was also corroborated by Pandiselvam et al. (2022) who concluded that the advanced osmotic pretreatment method inhibits phytochemical, flavor, color, and aroma degradation.
However, several studies found that osmotic pretreatment decreases the quality of dried products. One study found that chokeberry juice and a mixture of chokeberry juice and sucrose subjected to osmotic pretreatment exhibited a higher total color change value than samples without pretreatment (Kowalska et al., 2020). In other studies, sweet cherry and raspberry subjected to osmotic pretreatment exhibited lower total phenolic content (TPC) than non-pretreated samples (Franceschinis et al., 2015; Sette et al., 2017). In addition, osmotic pretreatment greatly decreased vitamin C levels in pequi and pineapple (de Mendonça et al., 2017; Zzaman et al., 2021).
Because of these diverse findings, it is important to determine whether osmotic pretreatment can preserve or decrease the quality of dried products. To verify this, a meta-analysis, which synthesizes findings from multiple independent studies to determine the overall significance of the treatment impact on the control group, can be utilized (Červenka et al., 2018). The primary conclusion regarding the significance of the treatment effect on the control can be reached by analyzing the outcomes of multiple studies and calculating their effect sizes (Borenstein et al., 2009).
Recently, several studies have investigated the effects of drying on the nutritional content of various foods. Červenka et al. (2018) examined how drying temperature affected ascorbic acid, flavonoid, and phenolic content in food products. They found that the drying temperature had a significant impact on ascorbic acid content but did not affect phenolic and flavonoid content. Kurniasari et al. (2022) investigated the bioactivity of ginger after undergoing different drying methods and found that the phenolic and flavonoid content, 6-gingerol concentration, and antioxidant activity varied depending on the method used. In another study, Yulni et al. (2023) explored the effects of freeze-thaw pretreatment on plant-based food products and found that the TPC and color were decreased, whereas total flavonoid content (TFC) was increased. In light of these studies, our research focuses on the impact of osmotic pretreatment on the qualities of dried fruit. This study aimed to examine the effects of osmotic pretreatment before drying on the qualities of dried fruit [color, vitamin B1, vitamin B3, vitamin C, titratable acidity (TA), total flavonoid, β-carotene, 2,2-diphenyl-1-picrylhydrazyl (DPPH), and total phenol] through meta-analysis. The findings are expected to provide a new quantitative reference for the effect of osmotic pretreatment in drying.
MATERIALS AND METHODS
Data source and selection criteria
A literature search was performed using the Scopus database (https://www.scopus.com) in December 2022 to identify relevant studies exploring the impact of osmotic pretreatment on the quality of dried fruit between 2000 and 2022. The search was restricted to peer-reviewed publications in English. The primary search terms that were used included “drying” and “pretreatment” or “pre-treatment.” Following the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) protocol (Liberati et al., 2009), a systematic review was conducted to minimize the effects of bias and ensure the quality of the meta-analysis. Several criteria were used for selecting literature based on the PICO protocol (Ogbuewu and Mbajiorgu, 2023): population (referring to dried fruit), intervention (referring to osmotic pretreatment), comparison (referring to osmotic pretreatment and without pretreatment), and outcomes (referring to total color differences, vitamin B1, vitamin B3, TA, total flavonoid, total phenolic, β-carotene, and DPPH).
For a comprehensive review, 148 articles that met the criteria were downloaded. However, 122 articles were excluded because of irrelevant quality parameters (42 articles), a lack of conventional osmotic pretreatment (29 articles), and insufficient data for effect size calculations (51 articles). Ultimately, 26 articles were selected after screening and reviewing. These articles were then subjected to data synthesis and statistical analysis. The literature selection procedure based on PRISMA is shown in Fig. 1.
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Figure 1. Flow chart of the search results and selection details based on PRISMA.
Data synthesis
The extracted data included moderator variables and summary statistics. Moderator variables comprised types of fruit, osmotic agents, solution concentrations, drying methods, and drying temperatures. In terms of summary statistics, the mean values, standard deviation, and sample size for control and treatment samples were included. To ensure consistency, the measurement units for each quality parameter that was examined were homogenized. WebPlotDigitizer (https://apps.automeris.io/wpd/) was used to extract data from histograms and graphs, facilitating accurate retrieval and utilization of information.
Statistical analysis
In the meta-analysis, standardized mean differences with 95% confidence intervals (95% CIs) were used to assess the effect size based on the mean difference between dried fruits without pretreatment (control) and those subjected to osmotic pretreatment. This method was selected because of its ability to calculate the effect size while excluding sample measurement units, variance, sample size, and statistical test results (Sánchez-Meca and Marín-Martínez, 2010).
Subgroups of various moderator variables, including types of fruit, osmotic agent, solution concentration, drying method, and drying temperature, were analyzed to determine the cumulative effect size (Table 1). This approach aimed to discern the effects of these variables on the magnitude of the impact of osmotic pretreatment on outcome measurement. Subgroups with fewer than three comparisons were excluded from the meta-analysis (Ogbuewu and Mbajiorgu, 2023). The sources of heterogeneity were evaluated using Q and inconsistency index (I2) statistics (Higgins and Thompson, 2002). A pooled estimate was deemed significant when the 95% CI did not encompass zero. All calculations were performed using the OpenMEE Software (Wallace et al., 2017).
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Table 1 . Results of data extraction utilized in the meta-analysis.
Reference Fruit Osmotic agent Concentration (%) Drying method Temperature (°C) Quality Prothon et al. (2001) Subtropical Apple S 50S M 50, 60, 70 1 Kowalski and Mierzwa (2013) Apple S 40S C 55 1 Xiao et al. (2018) Apple S 40S ICPD 90, 95, 70 1, 4 Wang et al. (2019) Apple S 60S MV 50 1, 2, 4, 7 Önal et al. (2019) Apple S, St 1.8S, 0.1St C 50, 55, 60, 65 1 Cichowska-Bogusz et al. (2020) Apple S, SA 30SA, 50S C, MV, C-MV 70 1 Feng et al. (2022) Apricot S 30S, 45S, 60S C 60 4, 7 Andreou et al. (2021) Fig S, A, St 80S, 1.5A, 1St C 50, 60, 70 7 Lyu et al. (2017) Kiwi S 70S IR 50, 60, 70 1 Mannozzi et al. (2020) Kiwi S 40S C 50, 60, 70 4, 7 Xu et al. (2020) Kiwi S 30S, 45S, 60S C 60 1 Tylewicz et al. (2022) Kiwi S 40S C 50, 60, 70 1 An et al. (2018) Plum S 60S C 60 4 Paraskevopoulou et al. (2022) Pumpkin SA, S, A, St 40SA, 20S, 2A, 3.5St C 60 7 Kowalska et al. (2020) Quince S, FJ 65.1FJ, 70S, 70.3FJ C, MV, F 60, —40 1 Macedo et al. (2021) Strawberry S 35S C 60 1, 4, 9 Chua et al. (2004) Tropical Banana S 15S, 25S, 35S C 40 1 Rai et al. (2022) Banana S 35S, 50S, 65S C 60, 65, 70 1, 4 Özkan-Karabacak et al. (2022) Citrus S 45S V 70 4 Roy et al. (2022) Citrus S, St 10S, 2St C 45, 50, 55 1, 3, 4, 5, 6, 7, 9 Kek et al. (2013) Guava S 35S, 70S C 70 7 Zou et al. (2013) Mango S 65S C-EP 50 1, 2 Udomkun et al. (2018) Papaya S 30S F —25 1, 4, 8 Chandra et al. (2021) Papaya S 25S C 60 1, 4 Zzaman et al. (2021) Pineapple S, St 1S, 2St, 10S C 50, 55, 60 1, 2, 3, 4, 5, 6, 7, 8 Hossain et al. (2021) Taikor S, St 10S, 20S, 2St C 45, 50, 55 3, 4, 5, 6, 7, 8, 9 S, sugar; St, salt; SA, sugar alcohol; A, acid; FJ, fruit juice; M, microwave; C, convective; ICPD, instant controlled pressure drop; MV, microwave vacuum; IR, infrared; F, freeze; V, vacuum; C-EP, convective-explosion puffing; 1, total color difference; 2, titratable acidity; 3, total flavonoid content; 4, total phenolic content; 5, vitamin B1; 6, vitamin B3; 7, vitamin C; 8, β-carotene; 9, 2,2-diphenyl-1-picrylhydrazyl..
RESULTS AND DISCUSSION
Overview of studies included in the meta-analysis
Osmotic pretreatment was employed during the drying process to maintain the quality of the dried product (Sereno et al., 2001). Numerous studies have explored the effects of osmotic pretreatment (Tortoe, 2010; Yadav and Singh, 2014; Chandra and Kumari, 2015; Ahmed et al., 2016; Landim et al., 2016; Shete et al., 2018; Osae et al., 2020; Pandiselvam et al., 2022). However, to the best of our knowledge, this study is the first to apply meta-analysis approaches in assessing the impact of osmotic pretreatment on the quality of dried fruits. The literature search on the Scopus database yielded 2,832 potential references. After applying stringent selection criteria, 26 studies, published between 2001 and 2022, were deemed suitable for inclusion in the meta-analysis. The outcomes of data extraction from the selected studies are presented in Table 1, whereas the pooled results of osmotic pretreatment and control interventions on the quality of dried fruits are summarized in Table 2.
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Table 2 . Pooled results of the effect of osmotic pretreatment and control on the quality of dried fruits.
Output variable ns nc SMD 95% CI SE P -valueHeterogeneity (%) Lower Upper QM DF P -valueI2 ΔE 19 106 —4.139 —4.956 —3.321 0.417 <0.001 1,745.707 105 <0.001 93.985 TA (%) 3 16 —7.439 —10.452 —4.425 1.537 <0.001 110.255 15 <0.001 86.395 TFC (mg QE/100 g) 3 30 —1.634 —2.582 —0.686 0.484 <0.001 145.454 29 <0.001 80.062 TPC (mg GAE/100 g) 13 57 0.467 —0.290 1.224 0.386 0.227 334.674 56 <0.001 83.267 Vit B1 (mg/100 g) 3 30 —7.730 —9.737 —5.724 1.024 <0.001 230.766 29 <0.001 87.433 Vit B3 (mg/100 g) 3 30 —2.208 —3.355 —1.062 0.585 <0.001 177.255 29 <0.001 83.639 Vit C (mg/100 g) 9 41 —1.235 —3.123 0.653 0.963 0.200 347.847 40 <0.001 88.501 β-Carotene (mg/100 g) 3 22 9.275 6.204 12.347 1.567 <0.001 155.667 21 <0.001 86.510 DPPH (% RSA) 4 21 1.199 0.527 1.871 0.343 <0.001 50.117 20 <0.001 60.094 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; TPC, total phenolic content; GAE, gallic acid equivalent; Vit, vitamin; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; ns, number of studies; nc, number of comparisons; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; QM, coefficient of moderators; DF, degree of freedom; I2, inconsistency index..
Effects of osmotic pretreatment on the quality of dried fruits
As shown in Table 2, osmotic pretreatment significantly affected (
This study demonstrated that osmotic pretreatment enhanced the color, β-carotene, and DPPH levels of dried fruits compared with untreated samples. This enhancement was attributed to the reduction in the time required for oxidative browning reactions, leading to decreased discoloration (Kowalska et al., 2020). Furthermore, the shorter drying time and formation of new antioxidant compounds contributed to the overall antioxidant activity (Albanese et al., 2013). Additionally, the osmotic solutions created a significant barrier on the cell surface for the release of antioxidant compounds (Nudar et al., 2023) and slowed down β-carotene oxidation (Zzaman et al., 2021). β-Carotene is a constituent soluble in fat (insoluble in water), and its leach during osmotic pretreatment is negligible (de Mendonça et al., 2017).
Osmotic pretreatment was found to cause a reduction in various nutrients in dried fruits, including TFC, TA, vitamin B1, and vitamin B3. This reduction was attributed to the loss of soluble nutrients during osmotic pretreatment, resulting in a decrease in TFC (Osae et al., 2019). In addition, the sticky syrup produced by the osmotic solution could affect the acidity of the final product and alter its characteristic taste (Tortoe, 2010; Ahmed et al., 2016). Moreover, immersion pretreatments might lead to the leaching of water-soluble vitamins, such as vitamin B, from the product (Hossain et al., 2021).
While osmotic pretreatment was found to have little impact (
Subgroup analysis: impact of moderator variables on the quality of dried fruits
The substantial heterogeneity observed in the data obtained from the included studies led to a broad 95% CI range (Table 2). Various factors contributed to this heterogeneity, including different types of fruit, solution concentrations, types of solution, varying drying temperatures, and diverse drying methods. Consequently, a subgroup analysis was conducted based on the types of fruit, osmotic agents, solution concentrations, drying methods, and drying temperatures. The objective was to discern the influence of moderator variables on the quality of dried fruits. Of note, certain parameters, such as solution temperature, agitation, solution-to-sample ratio, and treatment duration, could not be analyzed because of limited information.
Subgroup analysis: impact of types of fruit on the quality of dried fruits
In this study, a subgroup analysis was conducted to evaluate the effects of osmotic pretreatment on the qualities of dried fruits across different fruit types (Table 3). The results showed that osmotic pretreatment significantly decreased the ΔE values (
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Table 3 . Subgroup analysis: impact of types of fruit on the quality of dried fruits.
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Papaya —1.339 —3.097 0.419 0.897 0.135 Banana —7.264 —12.073 —2.454 2.454 0.003 Apple —11.455 —13.239 —9.671 0.910 <0.001 Taikor —45.051 —61.729 —28.374 8.509 <0.001 Quince 3.043 0.278 5.807 1.411 0.031 Kiwi —2.585 —3.567 —1.602 0.501 <0.001 Citrus 1.266 0.240 2.292 0.523 0.016 Mango —1.938 —2.555 —1.320 0.315 <0.001 Pineapple —1.370 —2.170 —0.570 0.408 <0.001 Vitamin B1 (mg/100 g) Taikor —0.914 —2.484 0.655 0.801 0.254 Citrus —12.149 —16.474 —7.823 2.207 <0.001 Pineapple —12.807 —16.113 —9.502 1.687 <0.001 Vitamin B3 (mg/100 g) Taikor —0.265 —1.551 1.020 0.656 0.686 Citrus 0.413 —0.485 1.310 0.458 0.367 Pineapple —10.085 —12.689 —7.482 1.328 <0.001 Vitamin C (mg/100 g) Taikor 6.772 —9.718 23.261 8.413 0.421 Kiwi —3.442 —7.589 0.704 2.116 0.104 Citrus —0.952 —2.112 0.208 0.592 0.108 Pineapple —98.795 —133.562 —64.029 17.738 <0.001 TA (%) Mango 1.281 —3.406 5.969 2.392 0.592 Pineapple —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Taikor —0.577 —1.405 0.252 0.423 0.172 Citrus —0.705 —3.969 2.559 1.665 0.672 Pineapple —3.026 —4.326 —1.726 0.663 <0.001 β-Carotene (mg/100 g) Taikor 19.022 10.590 27.454 4.302 <0.001 Pineapple 7.931 4.955 10.906 1.518 <0.001 DPPH (% RSA) Taikor 0.794 0.084 1.504 0.362 0.028 Citrus 0.979 0.077 1.881 0.460 0.033 TPC (mg GAE/100 g) Papaya 2.625 —3.585 8.835 3.169 0.407 Apricot 6.985 4.517 9.452 1.259 <0.001 Taikor 1.104 —0.184 2.393 0.657 0.093 Kiwi —2.007 —5.197 1.184 1.628 0.218 Citrus 0.071 —1.424 1.566 0.763 0.926 Banana 0.048 —0.877 0.972 0.472 0.920 Apple —0.614 —2.020 0.792 0.717 0.392 Pineapple 0.768 —1.624 3.159 1.220 0.529 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error..
Osmotic-dried pineapple showed a significant decrease (
Based on our findings, the response of different types of fruit to osmotic pretreatment varied significantly. Fruit characteristics, including species, kind, and maturity level, play a crucial role in determining the amount of mass transferred during osmotic drying (Bekele and Ramaswamy, 2010). Furthermore, the kinetics of osmotic mass transfer in food are influenced by variations in chemical content (e.g., carbohydrates, fats, proteins, and salt) and physical properties (e.g., skin, porosity, fiber orientation, and cell arrangement) (Rahman, 2007). Consequently, each fruit responded differently when subjected to osmotic pretreatment before the drying process. Drawing definitive conclusions about the ideal fruit for osmotic pretreatment was challenging because of the variations observed within each quality category. However, it could be inferred that taikor benefited most from osmotic pretreatment. This was evident through the enhanced β-carotene and DPPH levels, minimizing color changes and preserving vitamin B1, vitamin B3, vitamin C, TFC, and TPC.
Subgroup analysis: impact of osmotic agents on the quality of dried fruits
In Table 4, subgroup analysis showed that different osmotic agents, including sugar, sugar alcohol, sugar-salt, fruit juice-sugar, salt, and fruit juice, had a significant effect (
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Table 4 . Subgroup analysis: impact of osmotic agents on the quality of dried fruits.
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Sugar —5.642 —6.624 —4.661 0.501 <0.001 SA —2.008 —3.821 —0.194 0.925 0.030 Salt —1.277 —3.980 1.427 1.379 0.355 FJ 3.583 —0.743 7.909 2.207 0.105 FJ-sugar 9.404 5.722 13.085 1.878 <0.001 Sugar-salt —4.710 —6.600 —2.820 0.964 <0.001 Vitamin B1 (mg/100 g) Sugar —7.338 —9.652 —5.024 1.181 <0.001 Salt —9.568 —14.008 —5.127 2.266 <0.001 Vitamin B3 (mg/100 g) Sugar —2.756 —4.244 —1.268 0.759 <0.001 Salt —0.992 —2.758 0.774 0.901 0.271 Vitamin C (mg/100 g) Sugar —0.220 —2.139 1.699 0.979 0.822 Salt —12.833 —20.305 —5.361 3.812 <0.001 TA (%) Sugar —7.303 —10.800 —3.807 1.784 <0.001 Salt —8.112 —10.930 —5.294 1.438 <0.001 TFC (mg QE/100 g) Sugar —1.275 —2.382 —0.168 0.565 0.024 Salt —2.569 —4.473 —0.665 0.971 0.008 β-Carotene (mg/100 g) Sugar 9.320 5.415 13.225 1.992 <0.001 Salt 9.257 4.578 13.937 2.388 <0.001 DPPH (% RSA) Sugar 1.147 0.221 2.074 0.473 0.015 Salt 1.481 0.732 2.230 0.382 <0.001 TPC (mg GAE/100 g) Sugar 0.376 —0.489 1.241 0.441 0.395 Salt 0.855 —0.694 2.403 0.790 0.280 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error..
The analysis also showed that the use of sugar and salt as osmotic agents caused a significant decrease (
Based on the analysis results, sugar emerged as a superior osmotic agent compared with salt, showcasing its ability to maintain vitamin C and TPC, increase β-carotene and DPPH levels, and prevent undesirable color changes. Tortoe (2010) also suggested that high sugar concentrations could effectively inhibit enzymatic oxidative browning reactions, a crucial factor for preserving the quality of dried products. Interestingly, while sodium is preferred for vegetables, sugar is commonly used for fruits (Sereno et al., 2001; Yadav and Singh, 2014). The effectiveness, convenience, and desirable flavor profile of sugar have contributed to its popularity (Tortoe, 2010). Sugar alcohol and sugar-salt may hold the potential for further improving the quality of dried fruits by reducing ΔE. However, additional research is needed to determine their impact on more qualities.
Subgroup analysis: impact of solution concentrations on the quality of dried fruits
Table 5 presents a subgroup analysis focusing on the impact of solution concentrations on dried fruits. The results showed the significant effects (
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Table 5 . Subgroup analysis: impact of solution concentrations on the quality of dried fruits.
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 1S —1.248 —2.427 —0.069 0.602 0.038 1.8S-0.1St —4.710 —6.600 —2.820 0.964 <0.001 2St —1.277 —3.980 1.427 1.379 0.355 10S —1.157 —2.768 0.454 0.822 0.159 30S —1.589 —2.531 —0.647 0.481 <0.001 30SA —2.008 —3.821 —0.194 0.925 0.030 40S —20.543 —24.068 —17.019 1.798 <0.001 45S —1.281 —2.318 —0.243 0.529 0.016 50S 0.243 —0.557 1.042 0.408 0.552 60S —2.751 —5.732 0.230 1.521 0.070 61.26S —10.268 —17.435 —3.102 3.656 0.005 65S —1.938 —2.555 —1.320 0.315 <0.001 65.1FJ 10.764 7.517 14.012 1.657 <0.001 70S-65.1FJ 6.381 —2.400 15.163 4.481 0.154 70S —3.899 —5.216 —2.582 0.672 <0.001 70.3FJ —21.879 —38.295 —5.463 8.376 0.009 Vitamin B1 (mg/100 g) 1S —16.069 —29.689 —2.449 6.949 0.021 2St —9.568 —14.008 —5.127 2.266 <0.001 10S —6.635 —8.986 —4.283 1.200 <0.001 Vitamin B3 (mg/100 g) 1S —13.878 —25.559 —2.197 5.960 0.020 2St —0.992 —2.758 0.774 0.901 0.271 10S —1.991 —3.407 —0.574 0.723 0.006 Vitamin C (mg/100 g) 1S —80.075 —111.661 —48.490 16.115 <0.001 2St —12.833 —20.305 —5.361 3.812 <0.001 10S 0.817 —1.920 3.555 1.397 0.558 40S —3.442 —7.589 0.704 2.116 0.104 TA (%) 1S —9.843 —16.648 —3.038 3.472 0.005 2St —8.112 —10.930 —5.294 1.438 <0.001 10S —10.382 —12.903 —7.860 1.286 <0.001 65S 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 1S —5.347 —7.344 —3.351 1.019 <0.001 2St —2.569 —4.473 —0.665 0.971 0.008 10S —0.721 —1.813 0.371 0.557 0.195 β-Carotene (mg/100 g) 1S 1.988 —0.451 4.426 1.244 0.110 2St 9.257 4.578 13.937 2.388 <0.001 10S 15.694 10.262 21.126 2.772 <0.001 DPPH (% RSA) 2St 1.481 0.732 2.230 0.382 <0.001 10S 0.587 —0.142 1.316 0.372 0.114 TPC (mg GAE/100 g) 1S —7.116 —19.522 5.289 6.330 0.261 2St 0.855 —0.694 2.403 0.790 0.280 10S 2.257 1.245 3.269 0.517 <0.001 40S —1.320 —2.329 —0.310 0.515 0.010 45S —3.656 —4.739 —2.574 0.552 <0.001 60S 1.047 —8.266 10.359 4.751 0.826 61.26S 0.048 —0.877 0.972 0.472 0.920 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; S, sugar; St, salt; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error..
Based on the available data, determining the ideal concentration for osmotic pretreatment is challenging. However, 10% sugar concentration was found to be the most effective, increasing β-carotene levels and TPC while preserving TFC and DPPH levels. Additionally, 2% salt solution is recommended for osmotic pretreatment as it increases β-carotene and DPPH levels while maintaining color, TPC, and vitamin B3 levels in dried fruits. Of note, the solution concentration should not be too low as it may result in low osmotic pressure and insufficient driving force to remove water from the material (Chandra and Kumari, 2015). Conversely, high-concentration osmotic solutions have demonstrated greater efficacy in maintaining the antioxidant capacity (Landim et al., 2016).
Subgroup analysis: impact of drying methods on the quality of dried fruits
Table 6 presents a subgroup analysis that examines the impact of various drying methods on the quality of dried fruits. Aside from vitamin C, convective drying significantly influenced (
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Table 6 . Subgroup analysis: impact of drying methods on the quality of dried fruits.
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Convective —5.935 —7.235 —4.635 0.663 <0.001 MV —1.140 —4.407 2.128 1.667 0.494 C-MV 0.229 —0.433 0.891 0.338 0.498 Freeze 2.642 —2.816 8.100 2.785 0.343 Infrared —6.027 —8.216 —3.838 1.117 <0.001 Microwave 0.433 —0.393 1.259 0.421 0.304 ICPD —7.670 —9.348 —5.991 0.856 <0.001 C-EP —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) Convective —7.730 —9.737 —5.724 1.024 <0.001 Vitamin B3 (mg/100 g) Convective —2.208 —3.355 —1.062 0.585 <0.001 Vitamin C (mg/100 g) Convective —1.493 —3.416 0.429 0.981 0.128 TA (%) C-EP 1.281 —3.406 5.969 2.392 0.592 Convective —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Convective —1.634 —2.582 —0.686 0.484 <0.001 β-Carotene (mg/100 g) Convective 10.220 7.219 13.221 1.531 <0.001 DPPH (% RSA) Convective 1.133 0.446 1.820 0.350 0.001 TPC (mg GAE/100 g) Convective 1.254 0.397 2.110 0.437 0.004 Vacuum —2.692 —4.870 —0.514 1.111 0.015 ICPD —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; MV, microwave vacuum; C-MV, convective-MV; ICPD, instant controlled pressure drop; C-EP, convective-explosion puffing..
According to Ramya and Jain (2017), osmotic dehydration is not a reliable method for maintaining the shelf life and stability of the final product for an extended period. Therefore, other drying methods should be considered. Based on this study, convective drying was the only suitable method for analyzing all observed dried fruit qualities. Ramya and Jain (2017) suggested that this was because of the reliance on hot air drying in most artificial drying operations. When combined with osmotic pretreatment, this technique was highly effective in drying fruits as it enhanced color, β-carotene, DPPH, and TPC while preserving vitamin C compared with untreated samples. Known for its ability to increase water transfer, osmotic dehydration (Garcia et al., 2007) was particularly effective in shortening the drying process (Fernandes et al., 2006) and mitigating the damage caused by heating during convective drying. There is potential for combining osmotic pretreatment with infrared, ICPD, and C-EP drying methods to further enhance the color of dried fruits.
Subgroup analysis: impact of drying temperatures on the quality of dried fruits
Table 7 shows the results of subgroup analysis for drying temperatures. A drying temperature of 45°C showed statistically significant effects (
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Table 7 . Subgroup analysis: impact of drying temperatures on the quality of dried fruits.
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 45 —3.941 —8.700 0.818 2.428 0.105 50 —1.295 —3.048 0.459 0.895 0.148 55 —30.757 —36.312 —25.202 2.834 <0.001 60 —1.008 —2.001 —0.016 0.507 0.047 70 —1.371 —2.367 —0.375 0.508 0.007 -40 2.642 —2.816 8.100 2.785 0.343 90-95-70 —7.670 —9.348 —5.991 0.856 <0.001 50-95-75 —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) 45 —5.895 —9.157 —2.633 1.664 <0.001 50 —7.317 —10.949 —3.686 1.853 <0.001 55 —7.256 —10.927 —3.586 1.873 <0.001 60 —17.070 —23.863 —10.278 3.466 <0.001 Vitamin B3 (mg/100 g) 45 —0.018 —1.488 1.453 0.750 0.981 50 —2.661 —4.738 —0.584 1.060 0.012 55 —1.776 —3.770 0.217 1.017 0.081 60 —11.797 —16.785 6.810 2.545 <0.001 Vitamin C (mg/100 g) 45 —1.274 —4.941 2.392 1.871 0.496 50 —2.123 —6.535 2.289 2.251 0.346 55 —0.300 —6.076 5.476 2.947 0.919 60 —1.354 —6.564 3.857 2.658 0.611 70 —2.518 —5.461 0.424 1.501 0.093 TA (%) 50 —11.303 —14.306 —8.301 1.532 <0.001 55 —10.088 —13.084 —7.091 1.529 <0.001 60 —6.718 —8.875 —4.560 1.101 <0.001 50-95-75 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 45 —0.782 —2.764 1.199 1.011 0.439 50 —2.482 —3.748 —1.216 0.646 <0.001 55 —0.286 —2.375 1.804 1.066 0.789 60 —3.388 —4.655 —2.121 0.646 <0.001 β-Carotene (mg/100 g) 45 6.946 3.790 10.102 1.610 <0.001 50 14.550 5.852 23.247 4.437 0.001 55 9.577 4.033 15.121 2.829 <0.001 60 15.229 4.839 25.618 5.301 0.004 DPPH (% RSA) 45 0.544 —0.141 1.229 0.349 0.120 50 0.881 0.172 1.590 0.362 0.015 55 1.414 —0.201 3.029 0.824 0.086 60 7.269 1.173 13.364 3.110 0.019 TPC (mg GAE/100 g) 45 1.384 0.654 2.115 0.373 <0.001 50 1.136 —0.964 3.236 1.071 0.289 55 0.623 —1.116 2.361 0.887 0.483 60 2.736 0.289 5.184 1.249 0.028 70 —2.536 —4.182 —0.890 0.840 0.003 90-95-70 —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error..
After conducting experiments at drying temperatures of 45°C, 50°C, 55°C, and 60°C for osmotically pretreated dried fruits, we found that a temperature of 60°C yielded the best results. This temperature not only minimized color changes but also increased the levels of vitamin B1, β-carotene, DPPH, and TPC while preserving vitamin C. The increase in drying temperature could shorten the drying time and enhance the effective moisture diffusivity value (Lyu et al., 2017). Additionally, employing osmotic pretreatment could further expedite the drying process (Fernandes et al., 2006). Therefore, a drying temperature of 60°C is recommended for drying fruits with osmotic pretreatment for better quality.
Based on the research findings, osmotic pretreatment yields mixed results. While it enhances certain qualities of dried fruits, such as total color difference, β-carotene, and DPPH, it also has negative effects in total flavonoids, vitamin B1, and vitamin B3. Generally, the bioactive compounds in fruits, including β-carotene, DPPH, and flavonoids, will undergo a decline when dried, but osmotic pretreatment has a differing impact on them. Compared with the control, osmotic pretreatment increases DPPH levels because it forms a barrier on the cell surface that can prevent the release of antioxidant compounds. Similarly, the formation of a barrier resulting from osmotic pretreatment can impede the entry of oxygen, thus slowing down β-carotene oxidation. Additionally, β-carotene is a constituent insoluble in water. Hence, there is no reduction in β-carotene because of leaching during osmotic pretreatment. Conversely, TFC is a constituent soluble in water. Thus, immersion in osmotic solution results in the loss of soluble nutrients, leading to a decrease in TFC.
The qualities of dried fruits are influenced by factors, including the type of fruit, osmotic agent, solution concentration, drying method, and drying temperature. Each fruit exhibits a different response when subjected to osmotic pretreatment. In this study, taikor benefited the most from osmotic pretreatment compared with other fruits. This is evidenced by the increase in β-carotene and DPPH levels; reduction in color changes; and preservation of vitamin B1, vitamin B3, vitamin C, TFC, and TPC compared with the control. To enhance the quality of dried fruits, a 10% sugar solution is an effective additive. Moreover, osmotic dehydration should be combined with convective drying at a temperature of 60°C for optimal results in the drying process. The findings of this study can provide valuable insights and future research paths to improve the quality of dried fruits.
FUNDING
The author acknowledges the full support of research funding through the House of Appropriate Technology and Process Programs under the coordination of the Research Organization for Agriculture and Food, National Research and Innovation Agency, Republic of Indonesia (9/III.11/HK/2023).
AUTHOR DISCLOSURE STATEMENT
The authors declare no conflict of interest.
AUTHOR CONTRIBUTIONS
Concept and design: TY, WA. Analysis and interpretation: TY, WA. Data collection: TY, WA, MNA, LKH, TEPM, HDH, A, PYF, DA, MMJL. Writing the article: TY, WA. Critical revision of the article: AJ. Final approval of the article: all authors. Statistical analysis: TY, WA. Obtained funding: WA. Overall responsibility: all authors.
Fig 1.
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Table 1 . Results of data extraction utilized in the meta-analysis
Reference Fruit Osmotic agent Concentration (%) Drying method Temperature (°C) Quality Prothon et al. (2001) Subtropical Apple S 50S M 50, 60, 70 1 Kowalski and Mierzwa (2013) Apple S 40S C 55 1 Xiao et al. (2018) Apple S 40S ICPD 90, 95, 70 1, 4 Wang et al. (2019) Apple S 60S MV 50 1, 2, 4, 7 Önal et al. (2019) Apple S, St 1.8S, 0.1St C 50, 55, 60, 65 1 Cichowska-Bogusz et al. (2020) Apple S, SA 30SA, 50S C, MV, C-MV 70 1 Feng et al. (2022) Apricot S 30S, 45S, 60S C 60 4, 7 Andreou et al. (2021) Fig S, A, St 80S, 1.5A, 1St C 50, 60, 70 7 Lyu et al. (2017) Kiwi S 70S IR 50, 60, 70 1 Mannozzi et al. (2020) Kiwi S 40S C 50, 60, 70 4, 7 Xu et al. (2020) Kiwi S 30S, 45S, 60S C 60 1 Tylewicz et al. (2022) Kiwi S 40S C 50, 60, 70 1 An et al. (2018) Plum S 60S C 60 4 Paraskevopoulou et al. (2022) Pumpkin SA, S, A, St 40SA, 20S, 2A, 3.5St C 60 7 Kowalska et al. (2020) Quince S, FJ 65.1FJ, 70S, 70.3FJ C, MV, F 60, —40 1 Macedo et al. (2021) Strawberry S 35S C 60 1, 4, 9 Chua et al. (2004) Tropical Banana S 15S, 25S, 35S C 40 1 Rai et al. (2022) Banana S 35S, 50S, 65S C 60, 65, 70 1, 4 Özkan-Karabacak et al. (2022) Citrus S 45S V 70 4 Roy et al. (2022) Citrus S, St 10S, 2St C 45, 50, 55 1, 3, 4, 5, 6, 7, 9 Kek et al. (2013) Guava S 35S, 70S C 70 7 Zou et al. (2013) Mango S 65S C-EP 50 1, 2 Udomkun et al. (2018) Papaya S 30S F —25 1, 4, 8 Chandra et al. (2021) Papaya S 25S C 60 1, 4 Zzaman et al. (2021) Pineapple S, St 1S, 2St, 10S C 50, 55, 60 1, 2, 3, 4, 5, 6, 7, 8 Hossain et al. (2021) Taikor S, St 10S, 20S, 2St C 45, 50, 55 3, 4, 5, 6, 7, 8, 9 S, sugar; St, salt; SA, sugar alcohol; A, acid; FJ, fruit juice; M, microwave; C, convective; ICPD, instant controlled pressure drop; MV, microwave vacuum; IR, infrared; F, freeze; V, vacuum; C-EP, convective-explosion puffing; 1, total color difference; 2, titratable acidity; 3, total flavonoid content; 4, total phenolic content; 5, vitamin B1; 6, vitamin B3; 7, vitamin C; 8, β-carotene; 9, 2,2-diphenyl-1-picrylhydrazyl.
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Table 2 . Pooled results of the effect of osmotic pretreatment and control on the quality of dried fruits
Output variable ns nc SMD 95% CI SE P -valueHeterogeneity (%) Lower Upper QM DF P -valueI2 ΔE 19 106 —4.139 —4.956 —3.321 0.417 <0.001 1,745.707 105 <0.001 93.985 TA (%) 3 16 —7.439 —10.452 —4.425 1.537 <0.001 110.255 15 <0.001 86.395 TFC (mg QE/100 g) 3 30 —1.634 —2.582 —0.686 0.484 <0.001 145.454 29 <0.001 80.062 TPC (mg GAE/100 g) 13 57 0.467 —0.290 1.224 0.386 0.227 334.674 56 <0.001 83.267 Vit B1 (mg/100 g) 3 30 —7.730 —9.737 —5.724 1.024 <0.001 230.766 29 <0.001 87.433 Vit B3 (mg/100 g) 3 30 —2.208 —3.355 —1.062 0.585 <0.001 177.255 29 <0.001 83.639 Vit C (mg/100 g) 9 41 —1.235 —3.123 0.653 0.963 0.200 347.847 40 <0.001 88.501 β-Carotene (mg/100 g) 3 22 9.275 6.204 12.347 1.567 <0.001 155.667 21 <0.001 86.510 DPPH (% RSA) 4 21 1.199 0.527 1.871 0.343 <0.001 50.117 20 <0.001 60.094 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; TPC, total phenolic content; GAE, gallic acid equivalent; Vit, vitamin; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; ns, number of studies; nc, number of comparisons; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; QM, coefficient of moderators; DF, degree of freedom; I2, inconsistency index.
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Table 3 . Subgroup analysis: impact of types of fruit on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Papaya —1.339 —3.097 0.419 0.897 0.135 Banana —7.264 —12.073 —2.454 2.454 0.003 Apple —11.455 —13.239 —9.671 0.910 <0.001 Taikor —45.051 —61.729 —28.374 8.509 <0.001 Quince 3.043 0.278 5.807 1.411 0.031 Kiwi —2.585 —3.567 —1.602 0.501 <0.001 Citrus 1.266 0.240 2.292 0.523 0.016 Mango —1.938 —2.555 —1.320 0.315 <0.001 Pineapple —1.370 —2.170 —0.570 0.408 <0.001 Vitamin B1 (mg/100 g) Taikor —0.914 —2.484 0.655 0.801 0.254 Citrus —12.149 —16.474 —7.823 2.207 <0.001 Pineapple —12.807 —16.113 —9.502 1.687 <0.001 Vitamin B3 (mg/100 g) Taikor —0.265 —1.551 1.020 0.656 0.686 Citrus 0.413 —0.485 1.310 0.458 0.367 Pineapple —10.085 —12.689 —7.482 1.328 <0.001 Vitamin C (mg/100 g) Taikor 6.772 —9.718 23.261 8.413 0.421 Kiwi —3.442 —7.589 0.704 2.116 0.104 Citrus —0.952 —2.112 0.208 0.592 0.108 Pineapple —98.795 —133.562 —64.029 17.738 <0.001 TA (%) Mango 1.281 —3.406 5.969 2.392 0.592 Pineapple —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Taikor —0.577 —1.405 0.252 0.423 0.172 Citrus —0.705 —3.969 2.559 1.665 0.672 Pineapple —3.026 —4.326 —1.726 0.663 <0.001 β-Carotene (mg/100 g) Taikor 19.022 10.590 27.454 4.302 <0.001 Pineapple 7.931 4.955 10.906 1.518 <0.001 DPPH (% RSA) Taikor 0.794 0.084 1.504 0.362 0.028 Citrus 0.979 0.077 1.881 0.460 0.033 TPC (mg GAE/100 g) Papaya 2.625 —3.585 8.835 3.169 0.407 Apricot 6.985 4.517 9.452 1.259 <0.001 Taikor 1.104 —0.184 2.393 0.657 0.093 Kiwi —2.007 —5.197 1.184 1.628 0.218 Citrus 0.071 —1.424 1.566 0.763 0.926 Banana 0.048 —0.877 0.972 0.472 0.920 Apple —0.614 —2.020 0.792 0.717 0.392 Pineapple 0.768 —1.624 3.159 1.220 0.529 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
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Table 4 . Subgroup analysis: impact of osmotic agents on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Sugar —5.642 —6.624 —4.661 0.501 <0.001 SA —2.008 —3.821 —0.194 0.925 0.030 Salt —1.277 —3.980 1.427 1.379 0.355 FJ 3.583 —0.743 7.909 2.207 0.105 FJ-sugar 9.404 5.722 13.085 1.878 <0.001 Sugar-salt —4.710 —6.600 —2.820 0.964 <0.001 Vitamin B1 (mg/100 g) Sugar —7.338 —9.652 —5.024 1.181 <0.001 Salt —9.568 —14.008 —5.127 2.266 <0.001 Vitamin B3 (mg/100 g) Sugar —2.756 —4.244 —1.268 0.759 <0.001 Salt —0.992 —2.758 0.774 0.901 0.271 Vitamin C (mg/100 g) Sugar —0.220 —2.139 1.699 0.979 0.822 Salt —12.833 —20.305 —5.361 3.812 <0.001 TA (%) Sugar —7.303 —10.800 —3.807 1.784 <0.001 Salt —8.112 —10.930 —5.294 1.438 <0.001 TFC (mg QE/100 g) Sugar —1.275 —2.382 —0.168 0.565 0.024 Salt —2.569 —4.473 —0.665 0.971 0.008 β-Carotene (mg/100 g) Sugar 9.320 5.415 13.225 1.992 <0.001 Salt 9.257 4.578 13.937 2.388 <0.001 DPPH (% RSA) Sugar 1.147 0.221 2.074 0.473 0.015 Salt 1.481 0.732 2.230 0.382 <0.001 TPC (mg GAE/100 g) Sugar 0.376 —0.489 1.241 0.441 0.395 Salt 0.855 —0.694 2.403 0.790 0.280 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
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Table 5 . Subgroup analysis: impact of solution concentrations on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 1S —1.248 —2.427 —0.069 0.602 0.038 1.8S-0.1St —4.710 —6.600 —2.820 0.964 <0.001 2St —1.277 —3.980 1.427 1.379 0.355 10S —1.157 —2.768 0.454 0.822 0.159 30S —1.589 —2.531 —0.647 0.481 <0.001 30SA —2.008 —3.821 —0.194 0.925 0.030 40S —20.543 —24.068 —17.019 1.798 <0.001 45S —1.281 —2.318 —0.243 0.529 0.016 50S 0.243 —0.557 1.042 0.408 0.552 60S —2.751 —5.732 0.230 1.521 0.070 61.26S —10.268 —17.435 —3.102 3.656 0.005 65S —1.938 —2.555 —1.320 0.315 <0.001 65.1FJ 10.764 7.517 14.012 1.657 <0.001 70S-65.1FJ 6.381 —2.400 15.163 4.481 0.154 70S —3.899 —5.216 —2.582 0.672 <0.001 70.3FJ —21.879 —38.295 —5.463 8.376 0.009 Vitamin B1 (mg/100 g) 1S —16.069 —29.689 —2.449 6.949 0.021 2St —9.568 —14.008 —5.127 2.266 <0.001 10S —6.635 —8.986 —4.283 1.200 <0.001 Vitamin B3 (mg/100 g) 1S —13.878 —25.559 —2.197 5.960 0.020 2St —0.992 —2.758 0.774 0.901 0.271 10S —1.991 —3.407 —0.574 0.723 0.006 Vitamin C (mg/100 g) 1S —80.075 —111.661 —48.490 16.115 <0.001 2St —12.833 —20.305 —5.361 3.812 <0.001 10S 0.817 —1.920 3.555 1.397 0.558 40S —3.442 —7.589 0.704 2.116 0.104 TA (%) 1S —9.843 —16.648 —3.038 3.472 0.005 2St —8.112 —10.930 —5.294 1.438 <0.001 10S —10.382 —12.903 —7.860 1.286 <0.001 65S 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 1S —5.347 —7.344 —3.351 1.019 <0.001 2St —2.569 —4.473 —0.665 0.971 0.008 10S —0.721 —1.813 0.371 0.557 0.195 β-Carotene (mg/100 g) 1S 1.988 —0.451 4.426 1.244 0.110 2St 9.257 4.578 13.937 2.388 <0.001 10S 15.694 10.262 21.126 2.772 <0.001 DPPH (% RSA) 2St 1.481 0.732 2.230 0.382 <0.001 10S 0.587 —0.142 1.316 0.372 0.114 TPC (mg GAE/100 g) 1S —7.116 —19.522 5.289 6.330 0.261 2St 0.855 —0.694 2.403 0.790 0.280 10S 2.257 1.245 3.269 0.517 <0.001 40S —1.320 —2.329 —0.310 0.515 0.010 45S —3.656 —4.739 —2.574 0.552 <0.001 60S 1.047 —8.266 10.359 4.751 0.826 61.26S 0.048 —0.877 0.972 0.472 0.920 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; S, sugar; St, salt; SA, sugar alcohol; FJ, fruit juice; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
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Table 6 . Subgroup analysis: impact of drying methods on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE Convective —5.935 —7.235 —4.635 0.663 <0.001 MV —1.140 —4.407 2.128 1.667 0.494 C-MV 0.229 —0.433 0.891 0.338 0.498 Freeze 2.642 —2.816 8.100 2.785 0.343 Infrared —6.027 —8.216 —3.838 1.117 <0.001 Microwave 0.433 —0.393 1.259 0.421 0.304 ICPD —7.670 —9.348 —5.991 0.856 <0.001 C-EP —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) Convective —7.730 —9.737 —5.724 1.024 <0.001 Vitamin B3 (mg/100 g) Convective —2.208 —3.355 —1.062 0.585 <0.001 Vitamin C (mg/100 g) Convective —1.493 —3.416 0.429 0.981 0.128 TA (%) C-EP 1.281 —3.406 5.969 2.392 0.592 Convective —8.924 —10.664 —7.184 0.888 <0.001 TFC (mg QE/100 g) Convective —1.634 —2.582 —0.686 0.484 <0.001 β-Carotene (mg/100 g) Convective 10.220 7.219 13.221 1.531 <0.001 DPPH (% RSA) Convective 1.133 0.446 1.820 0.350 0.001 TPC (mg GAE/100 g) Convective 1.254 0.397 2.110 0.437 0.004 Vacuum —2.692 —4.870 —0.514 1.111 0.015 ICPD —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error; MV, microwave vacuum; C-MV, convective-MV; ICPD, instant controlled pressure drop; C-EP, convective-explosion puffing.
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Table 7 . Subgroup analysis: impact of drying temperatures on the quality of dried fruits
Output variable Subgroup SMD 95% CI SE P -valueLower Upper ΔE 45 —3.941 —8.700 0.818 2.428 0.105 50 —1.295 —3.048 0.459 0.895 0.148 55 —30.757 —36.312 —25.202 2.834 <0.001 60 —1.008 —2.001 —0.016 0.507 0.047 70 —1.371 —2.367 —0.375 0.508 0.007 -40 2.642 —2.816 8.100 2.785 0.343 90-95-70 —7.670 —9.348 —5.991 0.856 <0.001 50-95-75 —1.938 —2.555 —1.320 0.315 <0.001 Vitamin B1 (mg/100 g) 45 —5.895 —9.157 —2.633 1.664 <0.001 50 —7.317 —10.949 —3.686 1.853 <0.001 55 —7.256 —10.927 —3.586 1.873 <0.001 60 —17.070 —23.863 —10.278 3.466 <0.001 Vitamin B3 (mg/100 g) 45 —0.018 —1.488 1.453 0.750 0.981 50 —2.661 —4.738 —0.584 1.060 0.012 55 —1.776 —3.770 0.217 1.017 0.081 60 —11.797 —16.785 6.810 2.545 <0.001 Vitamin C (mg/100 g) 45 —1.274 —4.941 2.392 1.871 0.496 50 —2.123 —6.535 2.289 2.251 0.346 55 —0.300 —6.076 5.476 2.947 0.919 60 —1.354 —6.564 3.857 2.658 0.611 70 —2.518 —5.461 0.424 1.501 0.093 TA (%) 50 —11.303 —14.306 —8.301 1.532 <0.001 55 —10.088 —13.084 —7.091 1.529 <0.001 60 —6.718 —8.875 —4.560 1.101 <0.001 50-95-75 1.281 —3.406 5.969 2.392 0.592 TFC (mg QE/100 g) 45 —0.782 —2.764 1.199 1.011 0.439 50 —2.482 —3.748 —1.216 0.646 <0.001 55 —0.286 —2.375 1.804 1.066 0.789 60 —3.388 —4.655 —2.121 0.646 <0.001 β-Carotene (mg/100 g) 45 6.946 3.790 10.102 1.610 <0.001 50 14.550 5.852 23.247 4.437 0.001 55 9.577 4.033 15.121 2.829 <0.001 60 15.229 4.839 25.618 5.301 0.004 DPPH (% RSA) 45 0.544 —0.141 1.229 0.349 0.120 50 0.881 0.172 1.590 0.362 0.015 55 1.414 —0.201 3.029 0.824 0.086 60 7.269 1.173 13.364 3.110 0.019 TPC (mg GAE/100 g) 45 1.384 0.654 2.115 0.373 <0.001 50 1.136 —0.964 3.236 1.071 0.289 55 0.623 —1.116 2.361 0.887 0.483 60 2.736 0.289 5.184 1.249 0.028 70 —2.536 —4.182 —0.890 0.840 0.003 90-95-70 —1.126 —2.048 —0.204 0.471 0.017 ΔE, total color difference; TA, titratable acidity; TFC, total flavonoid content; QE, quercetin equivalent; DPPH, 2,2-diphenyl-1-picrylhydrazyl; RSA, radical scavenging activity; TPC, total phenolic content; GAE, gallic acid equivalent; SMD, standardized mean difference; 95% CI, 95% confidence interval; SE, standard error.
References
- Ahmed I, Qazi IM, Jamal S. Developments in osmotic dehydration technique for the preservation of fruits and vegetables. Innov Food Sci Emerg Technol. 2016. 34:29-43.
- Albanese D, Cinquanta L, Cuccurullo G, Di Matteo M. Effects of microwave and hot-air drying methods on colour, β-carotene and radical scavenging activity of apricots. Int J Food Sci Technol. 2013. 48:1327-1333.
- An K, Wu J, Tang D, Wen J, Fu M, Xiao G, et al. Effect of carbonic maceration (CM) on mass transfer characteristics and quality attributes of Sanhua plum (
Prunus Salicina Lindl.). LWT. 2018. 87:537-545. - Andreou V, Thanou I, Giannoglou M, Giannakourou MC, Katsaros G. Dried figs quality improvement and process energy savings by combinatory application of osmotic pretreatment and conventional air drying. Foods. 2021. 10:1846. https://doi.org/10.3390/foods10081846.
- Bassey EJ, Cheng JH, Sun DW. Novel nonthermal and thermal pretreatments for enhancing drying performance and improving quality of fruits and vegetables. Trends Food Sci Technol. 2021. 112:137-148.
- Bekele Y, Ramaswamy H. Going beyond conventional osmotic dehydration for quality advantage and energy savings. J Appl Sci Technol. 2010. 1:1-15.
- Borenstein M, Hedges LV, Higgins JPT, Rothstein HR. Introduction to meta‐analysis. John Wiley & Sons. 2009. p 3-14.
- Červenka L, Červenková Z, Velichová H. Is air-drying of plant-based food at low temperature really favorable? A meta-analytical approach to ascorbic acid, total phenolic, and total flavonoid contents. Food Rev Int. 2018. 34:434-446.
- Chandra A, Kumar S, Tarafdar A, Nema PK. Ultrasonic and osmotic pretreatments followed by convective and vacuum drying of papaya slices. J Sci Food Agric. 2021. 101:2264-2272.
- Chandra S, Kumari D. Recent development in osmotic dehydration of fruit and vegetables: a review. Crit Rev Food Sci Nutr. 2015. 55:552-561.
- Chua KJ, Chou SK, Mujumdar AS, Ho JC, Hon CK. Radiant-convective drying of osmotic treated agro-products: effect on drying kinetics and product quality. Food Control. 2004. 15:145-158.
- Cichowska-Bogusz J, Figiel A, Carbonell-Barrachina AA, Pasławska M, Witrowa-Rajchert D. Physicochemical properties of dried apple slices: impact of osmo-dehydration, sonication, and drying methods. Molecules. 2020. 25:1078. https://doi.org/10.3390/molecules25051078.
- Ciurzyńska A, Kowalska H, Czajkowska K, Lenart A. Osmotic dehydration in production of sustainable and healthy food. Trends Food Sci Technol. 2016. 50:186-192.
- de Mendonça KS, Corrêa JL, Junqueira JR, Cirillo MA, Figueira FV, Carvalho EE. Influences of convective and vacuum drying on the quality attributes of osmo-dried pequi (
Caryocar brasiliense Camb.) slices. Food Chem. 2017. 224:212-218. - Deng LZ, Mujumdar AS, Zhang Q, Yang XH, Wang J, Zheng ZA, et al. Chemical and physical pretreatments of fruits and vegetables: Effects on drying characteristics and quality attributes-a comprehensive review. Crit Rev Food Sci Nutr. 2019. 59:1408-1432.
- Feng X, Sun J, Liu B, Zhou X, Jiang L, Jiang W. Effect of gradient concentration pre-osmotic dehydration on keeping air-dried apricot antioxidant activity and bioactive compounds. J Food Process Preserv. 2022. 46:e16688. https://doi.org/10.1111/jfpp.16688.
- Fernandes FAN, Rodrigues S, Gaspareto OCP, Oliveira EL. Optimization of osmotic dehydration of papaya followed by air-drying. Food Res Int. 2006. 39:492-498.
- Franceschinis L, Sette P, Schebor C, Salvatori D. Color and bioactive compounds characteristics on dehydrated sweet cherry products. Food Bioprocess Technol. 2015. 8:1716-1729.
- Garcia CC, Mauro MA, Kimura M. Kinetics of osmotic dehydration and air-drying of pumpkins (
Cucurbita moschata ). J Food Eng. 2007. 82:284-291. - Higgins JP, Thompson SG. Quantifying heterogeneity in a meta-analysis. Stat Med. 2002. 21:1539-1558.
- Hossain MA, Dey P, Joy RI. Effect of osmotic pretreatment and drying temperature on drying kinetics, antioxidant activity, and overall quality of taikor (
Garcinia pedunculata Roxb.) slices. Saudi J Biol Sci. 2021. 28:7269-7280. - Kek SP, Chin NL, Yusof YA. Direct and indirect power ultrasound assisted pre-osmotic treatments in convective drying of guava slices. Food Bioprod Process. 2013. 91:495-506.
- Kowalska H, Marzec A, Domian E, Masiarz E, Ciurzyńska A, Galus S, et al. Physical and sensory properties of Japanese quince chips obtained by osmotic dehydration in fruit juice concentrates and hybrid drying. Molecules. 2020. 25:5504. https://doi.org/10.3390/molecules25235504.
- Kowalski SJ, Mierzwa D. Influence of osmotic pretreatment on kinetics of convective drying and quality of apples. Dry Technol. 2013. 31:1849-1855.
- Kurniasari H, David W, Cempaka L, Ardiansyah. Effects of drying techniques on bioactivity of ginger (
Zingiber officinale ): A meta-analysis investigation. AIMS Agric Food. 2022. 7:197-211. - Landim APM, Barbosa MIMJ, Barbosa JL Jr. Influence of osmotic dehydration on bioactive compounds, antioxidant capacity, color and texture of fruits and vegetables: a review. Ciênc Rural. 2016. 46:1714-1722.
- Lewicki PP. Effect of pre‐drying treatment, drying and rehydration on plant tissue properties: A review. Int J Food Prop. 1998. 1:1-22.
- Liberati A, Altman DG, Tetzlaff J, Mulrow C, Gøtzsche PC, Ioannidis JP, et al. The PRISMA statement for reporting systematic reviews and meta-analyses of studies that evaluate health care interventions: explanation and elaboration. J Clin Epidemiol. 2009. 62:e1-e34.
- Lyu J, Chen Q, Bi J, Zeng M, Wu X. Drying characteristics and quality of kiwifruit slices with/without osmotic dehydration under short- and medium-wave infrared radiation drying. Int J Food Eng. 2017. 13:20160391. https://doi.org/10.1515/ijfe-2016-0391.
- Macedo LL, Corrêa JLG, da Silva Araújo C, Vimercati WC, Júnior IP. Convective drying with ethanol pre-treatment of strawberry enriched with isomaltulose. Food Bioprocess Technol. 2021. 14:2046-2061.
- Mannozzi C, Tylewicz U, Tappi S, Dalla Rosa M, Rocculi P, Romani S. The influence of different pre-treatments on the quality and nutritional characteristics in dried undersized yellow kiwifruit. Appl Sci. 2020. 10:8432. https://doi.org/10.3390/app10238432.
- Nudar J, Roy M, Ahmed S. Combined osmotic pretreatment and hot air drying: Evaluation of drying kinetics and quality parameters of adajamir (
Citrus assamensis ). Heliyon. 2023. 9:e19545. https://doi.org/10.1016/j.heliyon.2023.e19545. - Ogbuewu IP, Mbajiorgu CA. Meta-analysis of the influence of dietary cassava on productive indices and egg quality of laying hens. Heliyon. 2023. 9:e13998. https://doi.org/10.1016/j.heliyon.2023.e13998.
- Önal B, Adiletta G, Crescitelli A, Di Matteo M, Russo P. Optimization of hot air drying temperature combined with pre-treatment to improve physico-chemical and nutritional quality of 'Annurca' apple. Food Bioprod Process. 2019. 115:87-99.
- Onwude DI, Hashim N, Janius R, Abdan K, Chen G, Oladejo AO. Non-thermal hybrid drying of fruits and vegetables: A review of current technologies. Innov Food Sci Emerg Technol. 2017. 43:223-238.
- Osae R, Essilfie G, Alolga RN, Akaba S, Song X, Owusu-Ansah P, et al. Application of non-thermal pretreatment techniques on agricultural products prior to drying: a review. J Sci Food Agric. 2020. 100:2585-2599.
- Osae R, Zhou C, Xu B, Tchabo W, Tahir HE, Mustapha AT, et al. Effects of ultrasound, osmotic dehydration, and osmosonication pretreatments on bioactive compounds, chemical characterization, enzyme inactivation, color, and antioxidant activity of dried ginger slices. J Food Biochem. 2019. 43:e12832. https://doi.org/10.1111/jfbc.12832.
- Özkan-Karabacak A, Özcan-Sinir G, Çopur AE, Bayizit M. Effect of osmotic dehydration pretreatment on the drying characteristics and quality properties of semi-dried (intermediate) kumquat (
Citrus japonica ) slices by vacuum dryer. Foods. 2022. 11:2139. https://doi.org/10.3390/foods11142139. - Pandiselvam R, Tak Y, Olum E, Sujayasree OJ, Tekgül Y, Çalışkan Koç G, et al. Advanced osmotic dehydration techniques combined with emerging drying methods for sustainable food production: Impact on bioactive components, texture, color, and sensory properties of food. J Texture Stud. 2022. 53:737-762.
- Paraskevopoulou E, Andreou V, Dermesonlouoglou EK, Taoukis PS. Combined effect of pulsed electric field and osmotic dehydration pretreatments on mass transfer and quality of air-dried pumpkin. J Food Sci. 2022. 87:4839-4853.
- Pravitha M, Manikantan MR, Ajesh Kumar V, Beegum S, Pandiselvam R. Optimization of process parameters for the production of jaggery infused osmo-dehydrated coconut chips. LWT. 2021. 146:111441. https://doi.org/10.1016/j.lwt.2021.111441.
- Prothon F, Ahrné LM, Funebo T, Kidman S, Langton M, Sjöholm I. Effects of combined osmotic and microwave dehydration of apple on texture, microstructure and rehydration characteristics. LWT. 2001. 34:95-101.
- Pu YY, Sun DW. Combined hot-air and microwave-vacuum drying for improving drying uniformity of mango slices based on hyperspectral imaging visualisation of moisture content distribution. Biosyst Eng. 2017. 156:108-119.
- Quiles A, Hernando I, Pérez-Munuera I, Larrea V, Llorca E, Lluch MÁ. Polyphenoloxidase (PPO) activity and osmotic dehydration in Granny Smith apple. J Sci Food Agric. 2005. 85:1017-1020.
- Rahman MS. Osmotic dehydration of foods. In: Rahman MS, editor. Handbook of Food Preservation. 2nd ed. CRC Press. 2007. p 433-446.
- Rai R, Rani P, Tripathy PP. Osmo-air drying of banana slices: multivariate analysis, process optimization and product quality characterization. J Food Sci Technol. 2022. 59:2430-2447.
- Ramya V, Jain NK. A review on osmotic dehydration of fruits and vegetables: an integrated approach. J Food Process Eng. 2017. 40:e12440. https://doi.org/10.1111/jfpe.12440.
- Roy M, Bulbul MAI, Hossain MA, Shourove JH, Ahmed S, Sarkar A, et al. Study on the drying kinetics and quality parameters of osmotic pre-treated dried Satkara (
Citrus macroptera ) fruits. J Food Meas Charact. 2022. 16:471-485. - Sánchez-Meca J, Marín-Martínez F. Meta analysis. Int Encycl Educ. 2010. 7:274-282.
- Sereno AM, Moreira R, Martinez E. Mass transfer coefficients during osmotic dehydration of apple in single and combined aqueous solutions of sugar and salt. J Food Eng. 2001. 47:43-49.
- Sette P, Franceschinis L, Schebor C, Salvatori D. Fruit snacks from raspberries: influence of drying parameters on colour degradation and bioactive potential. Int J Food Sci Technol. 2017. 52:313-328.
- Shete YV, Chavan SM, Champawat PS, Jain SK. Reviews on osmotic dehydration of fruits and vegetables. J Pharmacogn Phytochem. 2018. 7:1964-1969.
- Tortoe C. A review of osmodehydration for food industry. Afr J Food Sci. 2010. 4:303-324.
- Tylewicz U, Mannozzi C, Castagnini JM, Genovese J, Romani S, Rocculi P, et al. Application of PEF- and OD-assisted drying for kiwifruit waste valorization. Innov Food Sci Emerg Technol. 2022. 77:102952. https://doi.org/10.1016/j.ifset.2022.102952.
- Udomkun P, Argyropoulos D, Nagle M, Mahayothee B, Oladeji AE, Müller J. Changes in microstructure and functional properties of papaya as affected by osmotic pre-treatment combined with freeze-drying. J Food Meas Charact. 2018. 12:1028-1037.
- Wallace BC, Lajeunesse MJ, Dietz G, Dahabreh IJ, Trikalinos TA, Schmid CH, et al.
OpenMEE : Intuitive, open-source software for meta-analysis in ecology and evolutionary biology. Methods Ecol Evol. 2017. 8:941-947. - Wang Y, Zhao H, Deng H, Song X, Zhang W, Wu S, et al. Influence of pretreatments on microwave vacuum drying kinetics, physicochemical properties and sensory quality of apple slices. Pol J Food Nutr Sci. 2019. 69:297-306.
- Xiao M, Bi J, Yi J, Zhao Y, Peng J, Zhou L, et al. Osmotic pretreatment for instant controlled pressure drop dried apple chips: Impact of the type of saccharides and treatment conditions. Dry Technol. 2019. 37:896-905.
- Xu R, Zhou X, Wang S. Comparative analyses of three pretreatments on color of kiwifruits during hot air drying. Int J Agric Biol Eng. 2020. 13:228-234.
- Yadav AK, Singh SV. Osmotic dehydration of fruits and vegetables: a review. J Food Sci Technol. 2014. 51:1654-1673.
- Yulni T, Luketsi WP, Agusta W, Koeslulat EE, Spetriani, Prasetyani LN. Does a freeze-thaw pretreatment enhance the quality of dried foods? A meta-analysis. J Keteknikan Pertan. 2023. 11:240-252.
- Zou K, Teng J, Huang L, Dai X, Wei B. Effect of osmotic pretreatment on quality of mango chips by explosion puffing drying. LWT. 2013. 51:253-259.
- Zzaman W, Biswas R, Hossain MA. Application of immersion pre-treatments and drying temperatures to improve the comprehensive quality of pineapple (
Ananas comosus ) slices. Heliyon. 2021. 7:e05882. https://doi.org/10.1016/j.heliyon.2020.e05882.