1. Introduction
Lactic acid bacteria are among the essential microorganisms used in the production of fermented foods, and the screening and isolation of protease-producing lactic acid bacteria have consistently been a focal point in strain selection research. During fermentation, the extracellular proteases produced by lactic acid bacteria can enhance the flavor and quality of food products.
In the food industry, lactic acid bacteria and their metabolites play a crucial role in breaking down raw materials during fermentation, releasing or synthesizing bioactive components that are beneficial to human health. This process not only improves the sensory qualities and nutritional properties of food but also effectively extends its shelf life [
1]. The fermentation process involving lactic acid bacteria significantly contributes to the development of food flavors. For example,
Lactiplantibacillus plantarum has been shown to significantly alter the levels of flavor compounds such as ethyl acetate, acetic acid, and methyl isobutyrate during rice wine fermentation [
2].
Lactiplantibacillus plantarum LCC-605 secreted spherical exopolysaccharide nanoparticles (EPS-605 NPs), which may contribute to the quality, function, and stability of the fermented yogurt, significantly improved the water holding capacity (71.7 ± 0.5 %), and the texture of the yogurt [
3]. The application of the high-selenium-tolerant strain
Lp. plantarum NML21 in the biosynthesis of selenium-enriched yogurt has markedly augmented the ketonic flavor compounds within the product, with notable elevations in the concentrations of 2-heptanone and 2,3-pentanedione [
4]. Furthermore,
Lp. plantarum 423 enhances the concentration of flavor substances like sulfides and aromatic hydrocarbons during the fermentation of rice bran and wheat bran, while simultaneously boosting the antioxidant capacity of the fermentation broth [
5].
As microorganisms extensively utilized in food fermentation, lactic acid bacteria have attracted considerable attention owing to their proteolytic activity [
6]. In microbial fermentation systems, proteolytic enzymes produced by
Lactobacillus and
Lactococcus species exhibit significant catalytic effects on the degradation of casein, leading to the formation of bioactive peptides. This process markedly improves the flavor and texture of fermented dairy products [
7].
Yogurt is a widely popular fermented dairy product, favored by consumers for its excellent flavor, appealing texture, and high nutritional value [
8]. It is rich in proteins, carbohydrates, vitamins, and other health-beneficial components [
9], contributing to its extensive market demand. Most yogurt is produced through co-fermentation using
Lactobacillus delbrueckii subsp.
bulgaricus and
Streptococcus salivarius subsp.
thermophilus as starter cultures [
10]. The co-fermentation process involving
Lactobacillus species can significantly improve the flavor, quality, and storage stability of fermented milk products [
11,
12].
The texture, mouthfeel, and flavor of yogurt are key factors that determine consumer acceptance [
13]. As a result, when introducing selected lactic acid bacteria strains for co-fermentation, it is essential to evaluate multiple factors to ensure their effectiveness and suitability as commercial starter cultures for use in the industrial-scale production of food products.
In the present investigation, a protease-producing strain of Lactiplantibacillus plantarum NH-24, isolated through systematic screening, was employed as a microbial starter in yogurt fermentation. By analyzing the properties of the mixed yogurt, the impact of Lp. plantarum NH-24 on the texture, mouthfeel, flavor, and other attributes of yogurt were explored. The findings revealed that yogurt containing Lp. plantarum NH-24 demonstrated ideal coagulation time, superior coagulation quality, balanced acidity, and optimal water-holding capacity. Additionally, it received the highest sensory evaluation ratings, improved yogurt texture, enhanced taste, and prolonged shelf life by reducing post-acidification.
2. Materials and Methods
2.1. Revitalization of Microbial Strains for Experiments
The Lactobacillus delbrueckii subsp. bulgaricus (BK14E2) and Streptococcus salivarius subsp. thermophilus (CK09B2) strains used in this study were obtained from Junyao Runying Biotechnology (Shanghai) Co., Ltd. (Shanghai, China). Additionally, Lactiplantibacillus plantarum N (unpublished data) was also assessed as a safe probiotic.
The cryopreserved L. bulgaricus and S. thermophilus were first cultured on MRS agar at 37 °C for 48 h, followed by inoculation into MRS broth and further incubation at 37 °C for 24 h.
Lp. plantarum NH-24, isolated from cheese (Tacheng, Xinjiang), demonstrates high protease production. The strain was grown on MRS agar at 37 °C for 48 h and then transferred to MRS broth for further incubation at 37 °C for 24 h.
2.2. Experimental Materials
The fresh milk (Bright Dairy “You Be”) used for yogurt preparation was purchased from Lawson (Shanghai, China), and the maltose powder was supplied by Shengfa Biotechnology (Zhengzhou, China).
2.3. Optimization of Mixed Yogurt Formulation Ratios
The activated
Lactobacillus delbrueckii subsp.
bulgaricus,
Streptococcus salivarius subsp.
thermophilus, and
Lactiplantibacillus plantarum NH-24 were used to ferment yogurt at a 1.5% inoculation rate in ratios of 4:4:1 (Group A), 4:4:3 (Group B), and 4:4:5 (Group C) [
14]. Controls included yogurt fermented with
L. bulgaricus and
S. thermophilus (4:4, Group D) and yogurt fermented solely with
Lp. plantarum NH-24 (Group E). Fermentation was performed at 37 °C and 42 °C (labeled as A-1, A-2, B-1, B-2, etc.). The optimal temperature and ratio were selected based on coagulation state, coagulation time, acidity, water-holding capacity, viable counts, and sensory evaluation.
2.3.1. Preparation of Mixed Yogurt
The fresh milk was preheated to 50 °C, blended with maltose powder, and sterilized at 95 °C for 5 min. After cooling to room temperature, the three strains were inoculated into the sterilized milk at the specified ratios (add 1.5% (
w/
v) starter culture and 6% (
w/
v) maltose powder to 100 mL of pure milk), followed by fermentation at 37 °C and 42 °C (
Streptococcus (
S.)
thermophilus and
Lactobacillus (
L.)
delbrueckii ssp.
bulgaricus are widely used as a combined starter culture for milk fermentation, often at temperatures of 37 °C and 42 °C) [
15], the fermentation period is determined by the time necessary for the milk to achieve complete coagulation.
2.3.2. Determination of Coagulation State and Time
The yogurt was prepared as described in
Section 2.3.1, with the coagulation state and time (fermentation endpoint) monitored and recorded for each group.
2.3.3. Determination of Acidity During Fermentation and at the Fermentation Endpoint
The preparation process of yogurt was as described in
Section 2.3.1. The acidity of the yogurt was measured during fermentation over a time range of 0 to 12 h, with measurements taken every three hours. The acidity determination was performed in accordance with the National Food Safety Standard: Determination of food acidity (GB 5009.239-2016 [
16]).
Determination of pH value: The pH value was measured using a pH meter (Shanghai Xinsen Instrument Factory, Shanghai, China) once the sample had cooled to room temperature.
Titration acidity determination [
17]: Add 20 mL of freshly boiled and cooled water to a 150 mL conical flask. Weigh 10 g of the homogenized sample and add it to the flask, followed by 2 mL of phenolphthalein indicator solution (Macklin Biochemical Technology Co., Ltd., Shanghai, China). Mix well. Titrate with a 0.1000 mol/L sodium hydroxide standard solution (Sinopharm Chemical Reagent Co., Ltd., Beijing, China) until a faint pink color develops and remains stable for 30 s. Record the volume (in mL) of sodium hydroxide solution consumed and calculate the titration acidity using the provided formula.
C: the molar concentration of the NaOH standard solution (mol/L), V: the volume of the NaOH standard solution consumed in titration (mL), M: the mass of the sample (g).
The result is expressed as the arithmetic mean of two independent determinations obtained under repeatability conditions, rounded to three significant figures.
2.3.4. Determination of Water-Holding Capacity at Fermentation Endpoint
Water retention measurement [
18]: Weigh an empty centrifuge tube. Add 10 g of sample to the tube and record the total weight. Centrifuge at 6000 r/min for 20 min at 4 °C, allow to stand for 10 min, then discard the supernatant. Measure the remaining mass. Perform the procedure in triplicate and calculate water retention using the provided formula.
W1: the mass of the empty centrifuge tube (g), W2: the total mass of the centrifuge tube with the sample (g), W3: the remaining mass of the centrifuge tube (g).
2.3.5. Determination of Lactic Acid Bacteria Count at the End of Fermentation
Lactic acid bacteria count determination: Refer to the National Food Safety Standard: Microbiological Examination of Food—Examination of Lactic Acid Bacteria (GB 4789.35-2023 [
19]).
2.3.6. Detection of Coliforms, Molds, and Yeast
Sample preparation: Performed following National Food Safety Standard: General Principles for Microbiological Testing of Food (GB 4789.1-2016 [
20]) and National Food Safety Standard: Microbiological Testing of Food—Sampling and Sample Preparation for Milk and Dairy Products (GB 4789.18-2024 [
21]).
Coliform analysis: Refer to National Food Safety Standard: Microbiological Testing of Food—Coliform Count (GB 4789.3-2016 [
22]).
Mold and yeast analysis: Refer to National Food Safety Standard: Microbiological Testing of Food—Mold and Yeast Count (GB 4789.3-2016).
2.3.7. Sensory Evaluation of Mixed Yogurt
Sensory evaluation was conducted following the National Food Safety Standard: Fermented Milk (GB 19302-2010 [
23]) with adjustments. A panel of 20 evaluators (10 male, 10 female) assessed the yogurt in a well-equipped laboratory. Attributes evaluated included color (20 points), aroma (20 points), texture (30 points), and consistency (30 points), totaling 100 points (
Table 1) [
24]. Each sample was tasted three times, with purified water used for rinsing between tastings.
2.4. Research on the Fermentation Characteristics of Mixed Yogurt
Using the results from
Section 2.3, the optimal ratio of the three strains, incubation temperature, and coagulation time for the mixed yogurt were determined. Its fermentation properties were evaluated, including texture, volatile flavor compounds, electronic nose and tongue analyses, and acidity changes during storage.
2.4.1. Determination of Textural Properties of Mixed Yogurt
Using a TA-XT Plus texture analyzer (Stable Micro Systems, Godalming, UK) in TPA mode, yogurt texture properties such as hardness, springiness, cohesiveness, chewiness, and resilience were evaluated [
25]. Parameters included a P6 cylindrical probe (28.27 mm
2 contact area), Auto-10 g trigger, 20 mm test distance, 75% compression, and speeds of 6 mm/s (pretest), 2 mm/s (test), and 2 mm/s (post-test).
2.4.2. Analysis of Volatile Flavor Compounds in Mixed Yogurt
Volatile flavor compounds in the blended yogurt were analyzed using Gas Chromatography–Ion Mobility Spectroscopy (GC-IMS, Dortmund G.A.S., Dortmund, Germany). Samples, carried by gas, were first separated in the GC column and then ionized in the mobility tube. Migration to the Faraday disk facilitated secondary separation, enabling qualitative analysis.
Headspace Conditions [
26]: Place 2 g of sample in a 20 mL vial, incubate at 60 °C for 15 min, and inject 500 μL. Injection needle: 65 °C; agitation: 500 r/min. GC Setup: Column: MXT-WAX capillary; temperature: 60 °C; runtime: 20 min; carrier gas: high-purity nitrogen. Pressure program: 2.0 mL/min (2 min), ramp to 10.0 mL/min (8 min), then to 100.0 mL/min (10 min), and hold for 40 min. IMS Parameters: Ionization: tritium source (
3H); tube length: 53 mm; field strength: 500 V/cm; temperature: 45 °C; drift gas: high-purity nitrogen; flow rate: 75.0 mL/min; mode: positive ion.
2.4.3. Electronic Nose Analysis of Mixed Yogurt
Yogurt aroma was analyzed using a Fox4000 electronic nose (Alpha MOS, Toulouse, France). Samples were homogenized, placed in 10 mL headspace vials, and incubated at 50 °C for 30 min [
27]. Detection lasted 120 s with 1 s intervals, sensor cleaning for 120 s, and injection at 500 μL/s [
28]. Sensor types are detailed in
Table 2.
2.4.4. Electronic Tongue Analysis of Mixed Yogurt
Flavor analysis was performed using an ASTREE II LS16 electronic tongue (Alpha MOS, Toulouse, France) [
29]. A 50 mL yogurt sample was diluted with 150 mL distilled water, homogenized, and centrifuged at 6000 r/min for 15 min (LYNX 4000, Thermo Fisher, Waltham, MA, USA). The filtered supernatant was analyzed. The system includes seven taste sensors, with sensitivities detailed in
Table 3.
2.4.5. Determination of Acidity in Mixed Yogurt During Storage
Yogurt acidity changes during storage were measured every 5 days, with triplicate testing each time, following the method outlined in
Section 2.3.3.
2.5. Statistical Analysis
The graphs were plotted using Origin 2018, and data analysis was conducted using SPSS 23.0. Significant differences were evaluated through analysis of variance (ANOVA) followed by Duncan’s multiple comparison test. All experiments were performed in triplicate, and the results are expressed as mean ± standard deviation. p < 0.05 was considered statistically significant.
3. Results
3.1. Screening Results of the Proportion of Mixed Yogurt
3.1.1. Screening Results of Curd State and Time
The coagulation characteristics and time of yogurt samples were evaluated at two different temperatures, 37 °C and 42 °C, with varying concentrations of Lactiplantibacillus plantarum NH-24 (groups A, B, C) and two control groups (D, E). Comparative analysis revealed that the coagulation quality of all samples was consistently better at 37 °C than at 42 °C (At 42 °C, whey separation occurs in the yogurt, accompanied by a weakened and loosely structured coagulum). Consequently, the 37 °C fermentation condition was selected for a detailed evaluation of coagulation properties.
By observing the curd state (
Figure 1), it was noted that groups A and C exhibited a slight yellow color, while groups B, D, and E all presented a milky white appearance. Group A exhibited minor defects, including bubble formation and whey separation. In contrast, groups B, D, and E demonstrated optimal coagulation properties, characterized by bubble-free, dense structures. Group C showed intermediate characteristics with noticeable whey separation and a coarser texture.
Based on these observations, it was concluded that 37 °C represents the optimal fermentation temperature, with groups B, D, and E demonstrating superior coagulation characteristics under these conditions.
By comparing the coagulation times (
Table 4), it was observed that the coagulation time was shorter when 42 °C was used as the fermentation temperature. The yogurt in group D had the shortest coagulation time, while the coagulation time increased with the higher proportion of
Lp. plantarum NH-24 added, with group E exhibiting the longest coagulation time. The extended coagulation duration noted in Group E is likely due to the comparatively diminished acidogenic potential of
Lp. plantarum NH-24. The elongation of the coagulation period could further be ascribed to the fact that a temperature of 42 °C is not conducive to the optimal growth of
Lp. plantarum NH-24, thereby diminishing its rate of proliferation and subsequently influencing the yogurt fermentation dynamics. This indicates that blending the starter cultures can effectively reduce the coagulation time.
3.1.2. Acidity Measurement Results During Fermentation and at the Endpoint of Fermentation
The pH of yogurt consistently decreased throughout the fermentation process (
Figure 2). At 37 °C (
Figure 2A), the pH decline rate of the composite yogurt varied, starting slowly, accelerating between 6 and 9 h, and then slowing again. Group E-1 showed the smallest pH reduction, followed by A-1, while the other three groups exhibited similar trends. After 12 h, all groups except E-1 reached a pH of around 4.5, whereas E-1 only decreased to approximately 5.0. At 42 °C (
Figure 2B), the pH declined rapidly during the 0–3 h and 6–9 h intervals. Group E-2 experienced the least pH reduction, stabilizing at around 5.0 after 12 h, while the other groups reached approximately 4.5 by 9 h.
Acid production capacity is a key criterion for evaluating the suitability of microbial strains as starter cultures, as it directly impacts the sensory attributes and flavor profile of fermented products [
30]. Acidity levels, which indicate this capacity, are regulated by national standards, mandating a minimum acidity of 70 °T for yogurt. However, excessive acidity can impair lactic acid bacteria viability, promote milk protein denaturation, and negatively affect product texture. Furthermore, it may compromise digestibility, nutrient absorption, and gut health [
31].
The acidity of all yogurt groups increased progressively with fermentation time (
Figure 3). Yogurt fermented at 42 °C consistently exhibited higher acidity levels compared with those at 37 °C within equivalent time intervals. Under 37 °C fermentation (
Figure 3A), the rate of acidity increase accelerated during the first 9 h but slowed between 9 and 12 h. Group E-1 demonstrated the lowest acidity, and by the 12 h mark, all groups except E-1 had achieved an acidity of 70 °T. The acidity ranking across the groups was D-2 > B-2 > C-2 > A-2 > E-2. At 42 °C (
Figure 3B), all groups except E-2 surpassed 70 °T by approximately 9 h.
The acidity of yogurt groups A, B, C, and D was higher and the pH lower when fermented at 42 °C, while group E showed the opposite trend (
Figure 4). The composite starter culture demonstrated enhanced acid production capabilities compared with fermentation solely with
Lp. plantarum NH-24, making it more suitable for yogurt production (
Figure 4B).
3.1.3. Results of the Determination of Water-Holding Capacity and Lactic Acid Bacteria Count
The water-holding capacity of yogurt refers to the ability of its protein gel network to retain water [
32], playing a crucial role in maintaining the texture and stability of yogurt [
33]. A reduction in the pore size of the internal protein gel network enhances the restricted permeability and water-holding capacity of the casein gel, facilitating the formation of a tightly structured set yogurt [
34].
The yogurt in Groups A, B, C, and D demonstrated higher water-holding capacities when fermented at 42 °C, whereas Group E displayed the opposite trend (
Figure 5). Among all the groups, Group B, with a bacterial strain ratio of 4:4:3, exhibited the highest water-holding capacity.
As stipulated by the national standard GB 19302-2010, the lactic acid bacteria count in fermented milk must be no less than 1 × 10
6 CFU/mL. Measurements of the lactic acid bacteria counts in yogurt samples from each group revealed that all groups surpassed this threshold, complying with the fermented milk standard (
Table 5). A comparison of the data across groups indicated that yogurt fermented at 42 °C contained a higher lactic acid bacteria count than that fermented at 37 °C. Specifically, Group B recorded the highest lactic acid bacteria count, whereas Group E had the lowest. Consequently, the compound starter culture proves more suitable for yogurt fermentation compared with using
Lp. plantarum NH-24 alone.
3.1.4. Results of Microbial Limit Testing
According to the microbial limit regulations outlined in GB 19302-2010, the compound yogurt was tested for coliforms, molds, and yeasts. None of these microorganisms were detected in any of the yogurt groups, confirming compliance with the national standard for microbial limits.
3.1.5. Results of Sensory Evaluation
The sensory evaluation results of each yogurt group were statistically analyzed (
Figure 6). Yogurt fermented at 37 °C scored higher in color, flavor, texture, consistency, and overall score compared with that fermented at 42 °C. Among the yogurt groups fermented at 37 °C, Group B-1 achieved the highest scores across all criteria, indicating the best sensory outcomes. Yogurt from Group B-1 exhibited a uniformly bright, milky-white curd, a pronounced characteristic yogurt aroma, a smooth texture without graininess, a glossy surface, a fine and consistent structure, no bubble formation, and no whey separation. Group B-1 demonstrated the best sensory results.
3.2. Research on the Fermentation Characteristics of Mixed Yogurt
Based on the measurement results from
Section 3.1, it can be comprehensively inferred that Group B-1 exhibited an appropriate coagulation time, excellent curd formation, moderate acidity, and the best water-holding capacity. All its indicators complied with national standards, and it achieved the best sensory evaluation results. Therefore, the optimal fermentation temperature was determined to be 37 °C, with a compound ratio of 4:4:3.
3.2.1. Results of Texture Measurement
The quality and stability of yogurt are closely related to its texture. Using Group D-1 and Group E-1 as controls, the texture of the mixed yogurt (B-1) was measured, including its hardness, springiness, cohesiveness, chewiness, and resilience.
Hardness reflects the curd characteristics of yogurt, with higher hardness indicating greater morphological stability [
35]. Significant differences in hardness were observed among the different yogurt groups (
p < 0.05) (
Table 6). Group B-1 exhibited the highest hardness, while Group D-1 had the lowest. In terms of springiness, the differences among the groups were not significant, with Group D-1 showing the highest elasticity, followed by Group E-1. To some extent, cohesiveness can reflect the texture of yogurt; higher cohesiveness indicates a more uniform and delicate texture [
36]. Groups B-1 and E-1 demonstrated higher cohesiveness, chewiness, and resilience compared with Group D-1, with Group B-1 achieving the highest value in chewiness. Therefore, it can be inferred that the addition of protease-producing
Lactiplantibacillus plantarum NH-24 increases the hardness, cohesiveness, and chewiness of yogurt, potentially improving its texture and enhancing its chewiness.
3.2.2. Results of Volatile Flavor Compounds Measurement
Flavor compounds are a critical indicator for assessing dairy products, as their diversity can impart unique aromas and tastes. The volatile flavor compounds in the mixed yogurt were analyzed using GC-IMS technology.
A total of 55 signal peaks were detected across the three groups of mixed yogurt. Qualitative analysis of their volatile components identified 14 ester compounds, 12 ketone compounds, 9 alcohol compounds, 6 aldehyde compounds, 2 acid compounds, and 12 other compounds (
Table 7).
Ester compounds are one of the primary contributors to yogurt flavor. They enhance the fresh and fruity aroma of yogurt, primarily formed through the esterification of milk fatty acids with alcohols [
37]. During lactic acid bacteria fermentation, the oxidation of unsaturated fatty acids generates numerous ketone compounds, which often possess pleasant odors [
38]. Alcohols are produced through chemical reactions such as lactose metabolism, amino acid degradation, and the breakdown of secondary hydroperoxides of fatty acids, imparting fruity and wine-like aromas [
29]. The metabolic processes of lactic acid bacteria yield aldehyde compounds, which have low flavor thresholds and contribute to grassy and aromatic notes. Acid compounds help reduce yogurt acidity, inhibit the growth of harmful microorganisms, and are a key source of yogurt’s sour taste. Together, these volatile organic compounds form the distinctive flavor profile of mixed yogurt.
A differential fingerprint map was created to analyze the differences in volatile flavor compounds among the three yogurt groups (
Figure 7). On the right side are the sample codes, and the horizontal axis represents the volatile compounds. The color and intensity of the characteristic peaks in the map indicate their relative concentrations. As shown in the figure, region “a” represents the common flavor characteristic peaks shared by all three yogurt groups, with no significant differences in component concentrations. Region “b” also contains common characteristic peaks, including compounds such as hexyl formate and acetic acid (M), but with varying concentrations, where Group E-1 had the highest concentration, followed by Group B-1. Region “c” shows higher concentrations in Groups D-1 and B-1. In region “d”, Groups D-1 and E-1 had lower concentrations, making it primarily a unique flavor characteristic peak region for Group B-1, containing ester compounds such as methyl 2-nonynoate, butyl 3-methylbutanoate, and 2-methylpropyl 2-methylpropanoate, which impart rich fruity notes. Region e includes compounds such as 1-butanol (M), 1-butanol (D), 1-propanol, 2-methyl (M), and 1-propanol, 2-methyl (D), forming the characteristic peak region for Group E-1 and contributing to its wine-like aroma. However, the presence of tetrahydropyrrole and diallyl sulfide also introduced pungent odors. Therefore, it is concluded that Group B-1 exhibits a more balanced odor profile, combining the fresh and fruity notes of Groups D-1 and E-1 while reducing the pungent odors of Group E-1, resulting in higher overall acceptability.
A clustering heatmap depicting the relative content of volatile components in the three yogurt groups is shown in
Figure 8. In the heatmap, blue denotes a negative correlation, while red indicates a positive correlation, as illustrated in the color legend on the right. The heatmap provides a clear visualization of the differences in the relative content of various compounds among the three yogurt groups. Based on cluster analysis, the samples can be categorized into two main groups: E-1 forms one distinct cluster, while B-1 and D-1 group together, aligning with the findings from the fingerprint analysis.
3.2.3. Results of the Electronic Nose Analysis
The electronic nose was employed to analyze the three yogurt groups, B-1, D-1, and E-1. Based on the collected data, a radar chart (
Figure 9A) and a principal component analysis (PCA) plot (
Figure 9B) were constructed.
Among the sensors, LY2/G, LY2/AA, LY2/GH, and LY2/gCTL exhibited negligible responses to the odors of the three yogurt groups, while the remaining 14 sensors demonstrated varying levels of responsiveness (
Figure 9A). The highest response value was recorded for P30/2 across all yogurt groups, followed by P30/1 and PA/2, suggesting the possible presence of specific organic compounds in the yogurt. Comparative analysis of the response values revealed that B-1 showed the highest response, with D-1 ranking second, indicating that the blended yogurt had a more pronounced odor intensity compared with the yogurt fermented exclusively with
Lactiplantibacillus plantarum NH-24.
In principal component analysis (PCA), the distance between samples serves as a quantitative measure of odor differences [
39]. PCA was conducted on the yogurt groups to evaluate their odor characteristics and flavor distinctions. The contribution rates of PC1 and PC2 were 80.7% and 14.8%, respectively, with a cumulative contribution rate of 95.5%, encompassing the majority of the original data and effectively representing the overall sample information (
Figure 9B). The close proximity between the D-1 and E-1 groups indicates that they likely share similar flavor profiles, while B-1 is relatively distinct. The observed distances among the three groups suggest variations in the content of flavor compounds.
3.2.4. Results of the Electronic Tongue Analysis
The electronic tongue is capable of assessing the taste profile of yogurt, determining its sensory quality, highlighting variations among different yogurt products, and offering a scientific foundation for quality control throughout the production process [
40].
The seven sensors of the electronic tongue were utilized to analyze each yogurt group, revealing distinct response patterns among the three groups (
Figure 10A). Group B-1 demonstrated the highest response on the umami and sweetness sensors, while Group E-1 exhibited the strongest response on the sourness sensor. Group D-1 displayed the highest response on the bitterness sensor. Based on a comprehensive analysis, it is likely that Group B-1 yogurt possesses moderate sourness, pronounced sweetness, and mild bitterness, contributing to a more balanced and harmonious flavor profile.
By examining the distribution patterns of each sample group in the figure, the flavor variations in the yogurt can be quantitatively assessed. Distinct differences in taste profiles were observed among Group B-1, Group D-1, and Group E-1, with a notable separation between Group B-1 and Group E-1 (
Figure 10B).
3.2.5. Results of Acidity Determination of Yogurt During Storage
During storage, the acidity of yogurt progressively increases as the starter cultures continue to ferment and produce lactic acid. This increase in acidity can impact the yogurt’s flavor, texture, and potentially its consistency and nutritional profile [
41]. By conducting acidity measurements during storage and analyzing its variations, the degree of post-acidification and storage stability can be assessed. This information serves as a valuable basis for determining the optimal storage period.
With prolonged storage time, the pH of all yogurt groups decreased, with the most significant decline occurring within the first 0–10 days. Among the groups, D-1 showed the fastest pH reduction rate, followed by B-1, while E-1 exhibited the slowest decline (
Figure 11A). Simultaneously, acidity increased over the storage period (
Figure 11B). During the 20-day storage period, the acidity of groups B-1, D-1, and E-1 increased by 7.84 °T, 12 °T, and 4.83 °T, respectively. These findings indicate that
Lactiplantibacillus plantarum NH-24 may mitigate post-acidification in yogurt, potentially extending its shelf life without adversely affecting its flavor. This highlights the significant potential of
Lp. plantarum NH-24 in fermented dairy production.
4. Conclusions
The application of Lactiplantibacillus plantarum NH-24, a protease-producing strain, in yogurt fermentation was evaluated by measuring key parameters such as coagulation time, curd quality, acidity, water-holding capacity, and sensory attributes. The results indicate that the optimal fermentation temperature is 37 °C, with a blending ratio of 4:4:3. Under these conditions, the blended yogurt demonstrated an ideal coagulation time, superior curd quality, moderate acidity, and optimal water-holding capacity. All measured parameters met national standards, and the yogurt received the highest sensory evaluation scores.
Further studies on the fermentation properties of the blended yogurt were carried out. Texture profile analysis demonstrated that incorporating Lp. plantarum NH-24, a protease-producing strain, significantly improved the hardness, cohesiveness, and chewiness of the blended yogurt. These enhancements indicate that the strain has the potential to optimize and refine the texture of yogurt.
Analysis of volatile flavor compounds identified a total of 13 esters, 9 ketones, 7 alcohols, 5 aldehydes, 1 acid, and 11 other compounds across the three yogurt groups. The findings suggest that Group B-1 displayed a more balanced aroma profile, integrating the fresh and fruity notes characteristic of Group D-1 and Group E-1, while mitigating the pungent odor associated with Group E-1.
Analysis of the electronic nose results demonstrated that the blended yogurt containing Lp. plantarum NH-24, a protease-producing strain, displayed a stronger aroma intensity. Electronic tongue analysis further revealed that the blended yogurt exhibited the highest responses on the umami and sweetness sensors, along with moderate acidity and the lowest bitterness. These results suggest that the incorporation of Lp. plantarum NH-24 has the potential to improve the flavor characteristics of the yogurt.
Analysis of the acidity measurement results during storage indicated that incorporating Lp. plantarum NH-24, a protease-producing strain, significantly slowed the rate of acidity increase in yogurt. This demonstrates that the strain has the potential to alleviate post-acidification during storage, thereby enhancing the stability and quality of yogurt over time.
In conclusion, incorporating Lp. plantarum NH-24, a protease-producing strain, into yogurt fermentation holds promise for improving flavor characteristics and extending shelf life, offering a scientific foundation and practical reference for its application in yogurt production. However, further in-depth studies are required to address the preparation of this strain as a starter culture, including optimizing harvest timing, centrifugation conditions, and inoculation levels, which are essential for scaling up to industrial production.
Author Contributions
Conceptualization, J.H. and X.L.; methodology, J.H.; software, J.H.; formal analysis, J.H. and J.C.; investigation, J.H.; data curation, J.H. and J.C.; writing—original draft preparation, J.H.; writing—review and editing, X.L.; visualization, J.H.; supervision, X.L.; project administration, X.L.; funding acquisition, X.L. All authors have read and agreed to the published version of the manuscript.
Funding
This research received no external funding.
Institutional Review Board Statement
Not applicable.
Informed Consent Statement
Not applicable.
Data Availability Statement
The original contributions presented in the study are included in the article, further inquiries can be directed to the corresponding authors.
Conflicts of Interest
The authors declare no conflicts of interest.
Abbreviations
The following abbreviations are used in this manuscript:
MRS | De Man, Rogosa, and Sharpe |
GB | National Standard of the People’s Republic of China |
pH | potential of Hydrogen |
USA | United States of America |
UK | The United Kingdom |
TPA | Texture Profile Analysis |
GC-IMS | Gas Chromatography–Ion Mobility Spectroscopy |
ANOVA | Analysis of Variance |
CFU | Colony Forming Unit |
RI | Retention Index |
Rt | Retention Time |
Dt | Drift Time |
PCA | Principal Component Analysis |
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Figure 1.
Mixed yogurt samples: A-1 (fermented at 37 °C, composite ratio of 4:4:1); B-1 (fermented at 37 °C, composite ratio of 4:4:3); C-1 (fermented at 37 °C, composite ratio of 4:4:5); D-1 (fermented at 37 °C, composite ratio of 4:4, without Lp. plantarum NH-24); E-1 (fermented at 37 °C, pure Lp. plantarum NH-24 fermentation); A-2 (fermented at 42 °C, blending ratio of 4:4:1); B-2 (fermented at 42 °C, blending ratio of 4:4:3); C-2 (fermented at 42 °C, blending ratio of 4:4:5); D-2 (fermented at 42 °C, blending ratio of 4:4, without Lp. plantarum NH-24); E-2 (fermented at 42 °C, pure Lp. plantarum NH-24 fermentation).
Figure 1.
Mixed yogurt samples: A-1 (fermented at 37 °C, composite ratio of 4:4:1); B-1 (fermented at 37 °C, composite ratio of 4:4:3); C-1 (fermented at 37 °C, composite ratio of 4:4:5); D-1 (fermented at 37 °C, composite ratio of 4:4, without Lp. plantarum NH-24); E-1 (fermented at 37 °C, pure Lp. plantarum NH-24 fermentation); A-2 (fermented at 42 °C, blending ratio of 4:4:1); B-2 (fermented at 42 °C, blending ratio of 4:4:3); C-2 (fermented at 42 °C, blending ratio of 4:4:5); D-2 (fermented at 42 °C, blending ratio of 4:4, without Lp. plantarum NH-24); E-2 (fermented at 42 °C, pure Lp. plantarum NH-24 fermentation).
Figure 2.
Changes in yogurt pH during fermentation: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C.
Figure 2.
Changes in yogurt pH during fermentation: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C.
Figure 3.
Changes in acidity of yogurt during fermentation: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C.
Figure 3.
Changes in acidity of yogurt during fermentation: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C.
Figure 4.
Changes in pH and acidity of yogurt at the end of fermentation: (A) The change in pH of yogurt at the end of fermentation. (B) The change in acidity of yogurt at the end of fermentation. The results present the mean ± standard deviation (n = 3); Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 4.
Changes in pH and acidity of yogurt at the end of fermentation: (A) The change in pH of yogurt at the end of fermentation. (B) The change in acidity of yogurt at the end of fermentation. The results present the mean ± standard deviation (n = 3); Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 5.
Changes in the water-holding capacity of yogurt at the end of fermentation. The results present the mean ± standard deviation (n = 3). Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 5.
Changes in the water-holding capacity of yogurt at the end of fermentation. The results present the mean ± standard deviation (n = 3). Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 6.
Yogurt sensory evaluation results: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C. Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 6.
Yogurt sensory evaluation results: (A) The fermentation temperature is 37 °C. (B) The fermentation temperature is 42 °C. Lowercase letters (a, b, c, etc.) are utilized to denote statistical significance, with differing letters representing significant differences (p < 0.05) and identical letters indicating no significant difference.
Figure 9.
Electronic nose response results: (A) Radar map. (B) PCA plot.
Figure 9.
Electronic nose response results: (A) Radar map. (B) PCA plot.
Figure 10.
Electronic tongue response results: (A) Radar map. (B) PCA plot.
Figure 10.
Electronic tongue response results: (A) Radar map. (B) PCA plot.
Figure 11.
Changes in pH and acidity of yogurt during storage: (A) The change in pH of yogurt during storage. (B) The change in acidity of yogurt during storage.
Figure 11.
Changes in pH and acidity of yogurt during storage: (A) The change in pH of yogurt during storage. (B) The change in acidity of yogurt during storage.
Table 1.
Sensory evaluation criteria for yogurt.
Table 1.
Sensory evaluation criteria for yogurt.
Test items | Characteristics | Evaluation Criteria |
---|
color (20 points) | Uniform color, bright luster, and creamy white curd | 15~20 |
Uniform color, glossy, creamy white or light-yellow curd | 10~14 |
Locally uneven in color, slight luster, and pale-yellow curd | 5~9 |
Uneven color, lacking luster, brown or abnormal-colored curd | <5 |
aroma (20 points) | Distinct yogurt aroma, rich dairy fragrance, no off odors | 15~20 |
Moderate yogurt aroma, moderately rich dairy fragrance, no off odors | 10~14 |
Faint yogurt aroma, weak dairy fragrance, no pronounced off odors | 5~9 |
No yogurt aroma, no dairy scent, with off odors | <5 |
texture (30 points) | Smooth and tender texture, no graininess, balanced sweetness and acidity | 20~30 |
Smooth and tender texture, no noticeable graininess, moderately balanced sweetness and acidity | 10~19 |
Slightly coarse, with a hint of graininess, either overly sour or overly sweet | 5~9 |
Coarse texture, strong graininess, either excessively sour or excessively sweet | <5 |
consistency (30 points) | Smooth surface, fine and uniform texture, no whey separation, no bubbles | 20~30 |
Smooth surface, uniform texture, slight whey separation, few bubbles | 10~19 |
Rough surface, uneven texture, curd formation present, slight layering, partial whey separation, and presence of bubbles | 5~9 |
Rough surface, coarse texture, significant curd formation, severe layering, extensive whey separation, and numerous bubbles | <5 |
Table 2.
Electronic nose sensors.
Table 2.
Electronic nose sensors.
Number | Sensor Type | Sensed Material Type |
---|
1 | LY2/LG | Fluorine and nitrogen oxides |
2 | LY2/G | Ammonia, amines, carbon compounds |
3 | LY2/AA | Ethanol, oxygen-containing compounds |
4 | LY2/GH | Alcohol, acetone, ammonia |
5 | LY2/gCTL | Hydrogen sulfide, ammonia, amine compounds |
6 | LY2/gCT | Carbon monoxide, methane, and other hydrocarbons |
7 | T30/1 | Organic compounds, polar compounds, hydrogen chloride |
8 | P10/1 | Hydrocarbon |
9 | P10/2 | Nonpolar compounds |
10 | P40/1 | Fluorine |
11 | T70/2 | Methylbenzene, xylene |
12 | PA/2 | Ethanol, ammonia, amine compounds |
13 | P30/1 | Hydrocarbon, combustion products |
14 | P40/2 | Fluorides and sulfides |
15 | P30/2 | Hydrogen sulfide, ketone |
16 | T40/2 | Chlorine |
17 | T40/1 | Fluorine |
18 | TA/2 | Ethanol |
Table 3.
Electronic tongue sensors.
Table 3.
Electronic tongue sensors.
Number | Sensor Categories | Sensitive Taste Information |
---|
1 | AHS | Sourness |
2 | PKS | General purpose |
3 | CTS | Saltiness |
4 | NMS | Umami |
5 | CPS | General purpose |
6 | ANS | Sweetness |
7 | SCS | Bitterness |
Table 4.
Coagulation times.
Table 4.
Coagulation times.
Sample | Coagulation Times (h) | Sample | Coagulation Times (h) |
---|
A-1 (1) | 10.32 ± 0.19 b(2,3) | A-2 | 9.03 ± 0.21 b |
B-1 | 10.04 ± 0.08 bc | B-2 | 8.61 ± 0.13 b |
C-1 | 9.86 ± 0.10 c | C-2 | 8.61 ± 0.27 b |
D-1 | 8.64 ± 0.13 d | D-2 | 7.58 ± 0.14 c |
E-1 | 18.79 ± 0.32 a | E-2 | 23.08 ± 0.38 a |
Table 5.
Lactic acid bacteria count.
Table 5.
Lactic acid bacteria count.
Sample | Lactobacillus Count (×108 CFU/(mL)) | Streptococcus thermophilus Count (×108 CFU/(mL)) | Lactic Acid Bacteria Count (×108 CFU/(mL)) |
---|
A-1 (1) | 8.67 ± 0.06 c(2,3) | 8.33 ± 0.06 e | 17.00 ± 0.10 c |
B-1 | 9.70 ± 0.10 b | 9.17 ± 0.12 c | 18.87 ± 0.15 b |
C-1 | 8.43 ± 0.15 c | 8.93 ± 0.06 d | 17.37 ± 0.12 c |
D-1 | 7.63 ± 0.06 d | 6.43 ± 0.15 f | 14.07 ± 0.15 d |
E-1 | 2.67 ± 0.06 e | 1.83 ± 0.06 g | 4.50 ± 0.10 e |
A-2 | 9.73 ± 0.06 b | 9.17 ± 0.12 c | 18.90 ± 0.06 b |
B-2 | 10.67 ± 0.58 a | 9.83 ± 0.06 a | 20.50 ± 0.61 a |
C-2 | 10.33 ± 0.58 a | 9.63 ± 0.12 b | 19.97 ± 0.64 a |
D-2 | 8.90 ± 0.10 c | 8.30 ± 0.10 e | 17.53 ± 0.68 c |
E-2 | 1.87 ± 0.15 f | 1.27 ± 0.06 h | 3.13 ± 0.21 f |
Table 6.
Yogurt texture measurement results.
Table 6.
Yogurt texture measurement results.
Sample | Hardness (g) | Springiness | Cohesiveness | Chewiness | Resilience |
---|
B-1 (1) | 830.78 ± 29.48 a(2,3) | 0.98 ±0.00 b | 0.98 ± 0.00 a | 844.43 ± 23.62 a | 0.94 ± 0.02 ab |
D-1 | 246.77 ± 17.04 c | 1.17 ± 0.06 a | 0.95 ± 0.00 b | 266.02 ± 30.93 b | 0.93 ± 0.01 b |
E-1 | 725.45 ± 44.73 b | 1.04 ± 0.04 b | 0.98 ± 0.00 a | 813.49 ± 21.43 a | 0.96 ± 0.00 a |
Table 7.
Qualitative results of volatile compounds.
Table 7.
Qualitative results of volatile compounds.
Number | Compound Name | RI | Rt (s) | Dt (a.u.) | Odor Characteristics. |
---|
Ester compounds |
1 | Butyl 2-methylbutanoate | 1051.6 | 416.307 | 1.37854 | Fruity, herbal aroma |
2 | Ethyl formate | 823.7 | 243.2 | 1.06871 | Fragrant aroma |
3 | Hexyl formate | 1366.1 | 946.007 | 1.33041 | Fruity fragrance |
4 | Acetic acid ethyl ester(M) (1) | 898.9 | 286.722 | 1.09947 | Fresh and fruity aroma |
5 | Acetic acid ethyl ester(D) (2) | 900 | 287.44 | 1.33458 | Fresh and fruity aroma |
6 | Ethyl propanoate | 943 | 315.818 | 1.14377 | Sweet fruit flavor, rum |
7 | Diethyl malonate | 1087.3 | 461.948 | 1.24791 | Sweet fruit flavor |
8 | Isobutyl butyrate | 929.3 | 306.497 | 1.8129 | Sweet fruit flavor |
9 | 3-Methylbutyl butanoate | 1290.4 | 800.38 | 1.40099 | Fruity flavor |
10 | Butyl pentanoate | 1296.2 | 810.315 | 1.40414 | Tropical fruit aroma |
11 | Methyl 2-nonynoate | 1299.8 | 816.938 | 1.97685 | Floral fragrance |
12 | Butyl 3-methylbutanoate | 1078.2 | 449.796 | 1.89749 | Apple flavor, sweet pineapple flavor |
13 | 2-Methylpropyl 2-methylpropanoate | 1092.2 | 468.545 | 1.80236 | Tropical fruit flavor |
14 | Propyl thioacetate | 1194.3 | 656.808 | 1.554 | Garlic flavor |
Ketone compounds |
15 | 2-Butanone | 915.7 | 297.498 | 1.24088 | Minty flavor |
16 | 2-Pentanone | 999.8 | 358.205 | 1.37036 | Sweet fruit aroma, wine aroma |
17 | 2-Hexanone | 1098.2 | 476.878 | 1.18988 | Fruity flavor |
18 | 2-Heptanone(M) | 1193.8 | 656.176 | 1.2617 | Coconut, herbal aroma |
19 | 2-Heptanone(D) | 1192.8 | 654.836 | 1.63081 | Coconut, herbal aroma |
20 | 2-Butanone, 3-hydroxy(M) | 1299.5 | 816.275 | 1.06336 | Buttery flavor |
21 | 2-Butanone, 3-hydroxy(D) | 1294.7 | 807.665 | 1.32841 | Buttery flavor |
22 | 4-Methyl-2-pentanone(M) | 1004.3 | 362.848 | 1.17824 | Pleasant scent |
23 | 4-Methyl-2-pentanone(D) | 1025.9 | 386.432 | 1.478 | Pleasant scent |
24 | 2-Propanone | 843.3 | 253.834 | 1.11587 | Oily, diffusive aroma |
25 | Cyclopentanone | 774.8 | 218.461 | 1.10457 | Minty flavor |
26 | 1 -Hydroxy-2-propanone | 1294.1 | 806.672 | 1.2369 | Caramel aroma |
Alcohol compounds |
27 | 1-Propanol | 1053.1 | 418.174 | 1.1113 | Fruity aroma, wine aroma |
28 | 1- Butanol(M) | 1158.2 | 583.47 | 1.38377 | Wine scent |
29 | 1- Butanol(D) | 1158.9 | 584.869 | 1.17909 | Wine scent |
30 | 1-Propanol, 2-methyl(M) | 1107.6 | 492.18 | 1.16998 | Nutty flavor, camphor aroma |
31 | 1-Propanol, 2-methyl(D) | 1107.6 | 492.18 | 1.36729 | Nutty flavor, camphor aroma |
32 | 1-Butanol, 3-methyl | 1193.6 | 655.943 | 1.49732 | Whiskey flavor |
33 | 2- Butanol | 1037.3 | 399.404 | 1.14923 | Wine fragrance |
34 | Tetrahydrolinalool | 1099.1 | 478.371 | 1.2761 | Fruity aroma |
35 | Cis-2-pentenol | 1344.4 | 901.718 | 1.44383 | Fruity aroma |
Aldehyde compounds |
36 | Trans,trans-2,4-hexadienal | 1363.2 | 939.88 | 1.11111 | Sweet taste, floral aroma |
37 | 3-Methyl-2-butenal | 1212.6 | 682.09 | 1.09159 | Sweet fruit aroma |
38 | Propanal | 825 | 243.896 | 1.14493 | Nutty flavor |
39 | 1-Hexanal(M) | 1053.2 | 418.272 | 1.25698 | Grassy scent, apple aroma |
40 | 1-Hexanal(D) | 1051.2 | 415.913 | 1.55536 | Grassy scent, apple aroma |
41 | Trans-2-Heptenal | 928 | 305.654 | 1.66798 | Grassy flavor |
Acid compound |
42 | Acetic acid(M) | 1493.2 | 1253.461 | 1.05341 | Lactic acid flavor |
43 | Acetic acid(D) | 1492 | 1250.11 | 1.16259 | Lactic acid flavor |
Other compounds |
44 | Pyridine | 1218.6 | 690.579 | 1.25047 | Pungent odor |
45 | 2-Ethylpyridine | 1294.5 | 807.334 | 1.09964 | Grassy flavor |
46 | Pyrrolidine | 1024.5 | 384.86 | 1.28046 | Ammonia smell |
47 | Tetrahydrofuran | 899.2 | 286.96 | 1.22605 | Minty flavor |
48 | Furan, 2-methyl-3-(methylthio)(M) | 1345.7 | 904.236 | 1.10467 | Minty flavor, spicy taste |
49 | Furan, 2-methyl-3-(methylthio)(D) | 1345.5 | 903.822 | 1.15915 | Minty flavor, spicy taste |
50 | Thiazole | 1262.2 | 755.342 | 1.25584 | Nutty flavor |
51 | Camphene | 1051.9 | 416.7 | 1.20587 | Camphor aroma |
52 | Trans-β-ocimene | 1252.8 | 740.771 | 1.20219 | Citrus flavor |
53 | Acrylonitrile | 1027 | 387.612 | 1.09397 | Pungent odor |
54 | Triethylamine | 830.3 | 246.722 | 1.46784 | Ammonia smell |
55 | Allyl sulfide | 1148.9 | 565.56 | 1.11909 | Onion flavor, garlic flavor |
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