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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.1118907</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Effects of the addition of leucine on flavor and quality of sausage fermented by <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Liu</surname> <given-names>Rui</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1964890/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Ma</surname> <given-names>Yong</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chen</surname> <given-names>Lei</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Lu</surname> <given-names>Chenyan</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ge</surname> <given-names>Qingfeng</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2094119/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Wu</surname> <given-names>Mangang</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2045702/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Xi</surname> <given-names>Jun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yu</surname> <given-names>Hai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2026659/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>School of Food Science and Engineering, Yangzhou University</institution>, <addr-line>Yangzhou, Jiangsu</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Changshou Characteristic Meat Product Processing and Engineering Research Center of Jiangsu, Jiangsu Changshou Group Co., Ltd.</institution>, <addr-line>Rugao, Jiangsu</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jinxuan Cao, Beijing Technology and Business University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Qian Chen, Northeast Agricultural University, China; Jin Guofeng, Beijing Technology and Business University, China</p></fn>
<corresp id="c001">&#x002A;Correspondence: Hai Yu, <email>yuhai@yzu.edu.cn</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Food Microbiology, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1118907</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2023 Liu, Ma, Chen, Lu, Ge, Wu, Xi and Yu.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Liu, Ma, Chen, Lu, Ge, Wu, Xi and Yu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Methyl-branched aldehydes, especially 3-methylbutanal, have been reported to be perceived either as a malty or as a nutty/chocolate-like aroma and were considered an important flavor contributor in fermented meat products. Decomposition of leucine (Leu) by branched-chain amino acid transaminase (BACT) is a crucial step in the metabolism of Leu to 3-methylbutanal. This study was conducted to explore the effects of mixed-starter culture (<italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475) and addition of Leu (0, 1, and 3 mM) on the flavor and quality of fermented sausages. The pH, water activity, texture profile analysis, color, counts of lactic acid bacteria (LAB) and staphylococci, peptide, and flavor compounds were detected during fermentation. The results showed that the starter culture group increased hardness, elasticity, the counts of LAB and staphylococci, peptide content, volatile flavor compounds, as well as the sensorial scores of sausage, while decreasing pH, a<sub><italic>w</italic></sub>, and <italic>L</italic>&#x002A; and <italic>b</italic>&#x002A; values compared with the non-inoculation group. The mixed starter of adding with 3 mM Leu enhanced the content of 3-methylbutanal and overall flavor of fermented sausages. It is applicable to directionally produce methyl-branched aldehydes and improve the overall quality of fermented sausage by the addition of Leu and using starter of <italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3475.</p>
</abstract>
<kwd-group>
<kwd>fermented sausage</kwd>
<kwd>leucine</kwd>
<kwd>Lactobacillus fermentum YZU-06</kwd>
<kwd>3-methylbutanal</kwd>
<kwd>flavor</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="47"/>
<page-count count="11"/>
<word-count count="8372"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1. Introduction</title>
<p>Fermentation is an important process of meat preservation and the development of meat products, among which fermented sausage is favored by consumers worldwide. The texture and flavor of sausage are developed during fermentation involving many physical, microbiological, and biochemical changes. Flavor is one of the most important attributes of fermented sausage, consisting of esters, aldehydes, alcohols, ketones, acids, terpenes, aromatic, and compounds (<xref ref-type="bibr" rid="B3">Ammor et al., 2005</xref>; <xref ref-type="bibr" rid="B4">Baick and Kim, 2015</xref>). Branched-chain aldehydes are notably derived from precursors of branched-chain amino acids [BCAAs, i.e., leucine (Leu), isoleucine (Ile), and valine (Val)] that give the fermented sausage-rich aroma characteristics. Among them, the odor threshold is low for 3-methylbutanal, 0.06 ppm, followed by 2-methylbutanal (0.10 ppm), and 2-methylpropanal (0.10 ppm), which have been perceived as nutty and almond flavor in Hungarian Salami (<xref ref-type="bibr" rid="B39">S&#x00F6;llner and Schieberle, 2009</xref>). In addition, the presence of 3-methylbutanal, a degradation production of Leu, confers malt and chocolate aroma in fermented sausages (<xref ref-type="bibr" rid="B38">Smit et al., 2005</xref>). <xref ref-type="bibr" rid="B27">Olivares et al. (2009)</xref> determined the aroma-active compounds in fermented sausage at different processing stages and found that 3-methylbutanal was an important aroma contributor since the start of the ripening process. The relatively high concentrations of branched-chain aldehydes prominently contribute to the overall flavor of fermented sausage (<xref ref-type="bibr" rid="B16">Herranz et al., 2004</xref>).</p>
<p>Branched-chain amino acid transaminase (BCAT), the rate-limiting step of BCAA catabolism, is crucial to the biosynthesis of branched-chain aldehydes during fermentation (<xref ref-type="bibr" rid="B2">Afzal et al., 2012</xref>). The first step of synthetic branched-chain aldehydes is the formation of the corresponding &#x03B1;-ketoacids by the transamination reaction of BCAAs, which was catalyzed by BCAT. The &#x03B1;-ketoacid is subsequently decarboxylated and converted into its corresponding aldehydes (<xref ref-type="bibr" rid="B2">Afzal et al., 2012</xref>). The mutant of branched-chain aminotransferase gene (<italic>bcaT</italic>) in <italic>Lactobacillus lactis</italic> subsp. <italic>cremoris</italic> NCDO 763 would cause the subsequent decline in the production of intermediate keto acid (<xref ref-type="bibr" rid="B47">Yvon et al., 2000</xref>). Moreover, our previous study proved that <italic>Lactobacillus fermentum</italic> YZU-06 with high BCAT activity could be used for promoting BCAA metabolite synthesis in the myofibrillar protein model (<xref ref-type="bibr" rid="B22">Liu et al., 2022</xref>). From this perspective, the starter culture with high BCAT activity is able to contribute to the flavor of fermented meat products.</p>
<p>Flavor precursors are another essential factor in improving the aroma and quality of fermented meat products. Our previous study confirmed that the content of branched-chain aldehydes, alcohols, and acids, as well as texture properties, was improved by adding BCAAs in dry-cured fermented sausage (<xref ref-type="bibr" rid="B44">Wang et al., 2021</xref>). As an important precursor of flavor substances, protein is involved in the process of proteolysis to produce peptides and free amino acids (FAAs) (<xref ref-type="bibr" rid="B46">Yu et al., 2021</xref>). The application of protease can further promote proteolysis for better odor, flavor, texture, and general acceptability in dry fermented sausages (<xref ref-type="bibr" rid="B7">Bruna et al., 2002</xref>). In addition, lactic acid bacteria (LAB) have the ability to hydrolyze muscle proteins, contributing to flavor and/or aroma generation in products (<xref ref-type="bibr" rid="B45">Yu et al., 2020</xref>). <xref ref-type="bibr" rid="B9">Casaburi et al. (2008)</xref> reported that sarcoplasmic proteins were significantly degraded during sausage maturation by adding <italic>Staphylococcus xylosus</italic> and <italic>L. curvatus</italic>. <xref ref-type="bibr" rid="B10">Casaburi et al. (2006)</xref> found that <italic>Staphylococcus saprophyticus</italic> screened from fermented sausage was able to preferentially hydrolyze the N-terminal residue substrate, including leucine. The proteolytic ability of <italic>S. saprophyticus</italic> CGMCC 3475 has been confirmed in our previous work (data not shown). In this study, <italic>S. saprophyticus</italic> CGMCC 3475 was used to hydrolyze proteins and intended to release more aroma precursors (peptides and FAAs) for the flavor improvement of fermented sausage. Meanwhile, <italic>L. fermentum</italic> YZU-06 with both proteolytic and BCAT activity presented more BCAA metabolites of 3-methylbutanal and 2-methylbutanal than that of <italic>L. plantarum</italic> CGMCC18217 in myofibrillar protein model in our previous work (<xref ref-type="bibr" rid="B22">Liu et al., 2022</xref>). However, it is not clear whether the characteristic 3-methylbutanal can be directionally produced by adding exogenous Leu and <italic>L. fermentum</italic> YZU-06 in meat products. Therefore, the aim of this study was to evaluate the effects of <italic>L. fermentum</italic> YZU-06 in combination with <italic>S. saprophyticus</italic> CGMCC 3475 and the addition of Leu on the flavor and quality of sausage during the fermentation for the flavor development of a fermented product.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2. Materials and methods</title>
<sec id="S2.SS1">
<title>2.1. Material preparation</title>
<p><italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3475 were isolated from Jinhua ham and maintained at &#x2212;80<sup>&#x00B0;</sup>C in de Man-Rogosa-Sharpe (MRS) medium containing 25% (v/v) glycerol. The strain of 1% (v/v) inoculum was activated twice and grown in 10 ml MRS broth at 37<sup>&#x00B0;</sup>C for 18 h before use. The bacterial cells were harvested by centrifugation at 6,000 &#x00D7; <italic>g</italic> for 10 min at 4<sup>&#x00B0;</sup>C. The pellet was washed three times with 0.1 M phosphate-buffered saline (PBS) solution (pH 7.0) and resuspended in PBS solution. Edible-grade Leu was purchased from Shanghong Biotech, Zhengzhou, China. Pork muscle and back fat were obtained from the carcasses aged for 24 h at 4<sup>&#x00B0;</sup>C in a commercial slaughter plant (Sushi Meat Co., Ltd., Huai&#x2019;an, China). Glucose, salt, monosodium glutamate, spice powder, ginger powder, Daqu liquor, and distilled water were purchased from the Auchan&#x2019;s Market (Yangzhou, China).</p>
</sec>
<sec id="S2.SS2">
<title>2.2. Preparation of fermented sausages</title>
<p>The fermented sausages were manufactured in accordance with <xref ref-type="bibr" rid="B15">Ge et al. (2019)</xref> with some modifications. Lean pork (35 kg) and pork fat (15 kg) were minced and mixed with the following ingredients: glucose (7%), salt (3%), monosodium glutamate (0.2%), spice powder (0.1%), ginger powder (0.15%), Daqu liquor (2%), and distilled water (10%). The mixture was divided into the following nine groups. The inoculation density of the single bacteria starter (<italic>L. fermentum</italic> YZU-06) or mixed-starter culture (<italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3475 at a 2:1 ratio) was 10<sup>7</sup> CFU/g in the sausages. The first group without strains and Leu was assigned to the CK group. The groups added with 1 and 3 mM Leu were assigned to the CK-1 and CK-3 groups, respectively. The group fermented with <italic>L. fermentum</italic> YZU-06 was assigned to the G group. <italic>L. fermentum</italic> YZU-06 and Leu (1 and 3 mM) were added, designating as the G-1 and G-3 groups. The group inoculated with mixed-starter culture was assigned to the GQ group. The mixed-starter culture with different concentrations of Leu, including 1 and 3 mM, was added and named the GQ-1 group and GQ-3 group, respectively. Mixtures were filled in natural casings of 4 cm in diameter and 10 cm in length. Three independent batches of fermented sausages were prepared, and three sausages were performed in each batch. Sausages were placed in a fermentation room. In the first stage of fermentation, relative humidity (RH) and temperature were set to 95% and 30<sup>&#x00B0;</sup>C &#x00B1; 0.5<sup>&#x00B0;</sup>C for 1 day. The temperature was adjusted to 16<sup>&#x00B0;</sup>C &#x00B1; 0.5<sup>&#x00B0;</sup>C, and RH was successively decreased to 90, 87, and 85%. The duration for each RH was 2 days. The fermentation temperature in the third stage was 12<sup>&#x00B0;</sup>C &#x00B1; 0.5<sup>&#x00B0;</sup>C, and RH was set at 85, 80, and 75%, and each RH condition was fermented for 7 days. The total ripening period was 28 days. Samples were taken from each group on days 1, 7, 14, 21, and 28 of fermentation.</p>
</sec>
<sec id="S2.SS3">
<title>2.3. pH value measurement</title>
<p>A digital pH value meter (Testo 205, Testo AG, Germany) was used to measure the pH value of fermented sausages after the casings were removed. Standard buffers of pH 4.0, 7.0, and 10.0 [Thermo Fisher Scientific (China) Co., Ltd., Shanghai, China] were used to calibrate the pH meter. The sausage samples (10 g) were homogenized with 50 ml distilled water for 10 s twice at 8,000 rpm on ice, with a 15 s interval between bursts. The pH was recorded and averaged from triplicate measurements.</p>
</sec>
<sec id="S2.SS4">
<title>2.4. Determination of water activity (a<sub><italic>w</italic></sub>)</title>
<p>The a<sub><italic>w</italic></sub> was determined using the a<sub><italic>w</italic></sub> meter (Novasina AG, Novasina, Switzerland). Sausages (3 g) were minced and placed in the measuring chamber for 10 min at 24<sup>&#x00B0;</sup>C. The a<sub><italic>w</italic></sub> value was recorded after the measurement was completed.</p>
</sec>
<sec id="S2.SS5">
<title>2.5. Texture profile analysis (TPA)</title>
<p>The TPA of fermented sausages was detected and referred to the method of <xref ref-type="bibr" rid="B15">Ge et al. (2019)</xref> with slight modifications. Fermented sausages were cut into cubes in the shape of 1 cm &#x00D7; 1 cm &#x00D7; 1 cm and then measured by the texture analyzer (TA-XT. plus, Stable Micro Systems, Godalming Surrey, UK), which was equipped with a stainless-steel cylinder probe (P/36 R, Stable Micro Systems, Godalming Surrey, UK). The sausage sample was compressed to 50% of its original height with a pretest speed of 2 mm/min, a test speed of 2 mm/min, and a post-test speed of 1 mm/min. Hardness (N), adhesion (mJ), cohesion (ratio), elasticity (mm), and chewiness (mJ) were recorded. The TPA attributes of each sausage sample were averaged from triplicate measurements.</p>
</sec>
<sec id="S2.SS6">
<title>2.6. Determination of color of fermented sausages</title>
<p>The color was determined using a colorimeter (Chroma Meter CR-400, Konica Minolta, Japan) and calibrated with a white ceramic tile. The instrumental color parameters, including <italic>L</italic>&#x002A;, <italic>a</italic>&#x002A;, and <italic>b</italic>&#x002A; values, of each sample were measured in triplicate from different sites.</p>
</sec>
<sec id="S2.SS7">
<title>2.7. Microbiological analysis</title>
<p>The microbiological analysis was performed according to <xref ref-type="bibr" rid="B18">Kaban and Kaya (2009)</xref> with slight modifications. A 10-g sausage was cut using a sterile knife and then transferred into a sterile plastic bag. The meat sample was homogenized with 90 ml sterile water using a homogenizer (80 microBiomaster, Seward, Britain) for 120 s with a 10 s interval between bursts. The serial 10-fold dilutions were prepared in sterile physiological water (0.85% NaCl). Appropriate dilution samples (0.1 ml) were poured or spread in duplicate on different growth media. LAB was enumerated on MRS agar (Hope Bio-Technology Co., Ltd., Qingdao, China) after 48 h at 30<sup>&#x00B0;</sup>C. <italic>Staphylococcus</italic> was determined on mannitol salt agar (Hope Bio-Technology Co., Ltd., Qingdao, China) after the incubation was carried out at 30<sup>&#x00B0;</sup>C for 48 h.</p>
</sec>
<sec id="S2.SS8">
<title>2.8. Peptide analysis</title>
<p>Peptides were determined according to the methodology described by <xref ref-type="bibr" rid="B26">Nie et al. (2014)</xref>. The 3 g fermented sausage sample was homogenized with 27 ml of 15% TCA solution (w/v) using a homogenizer (T 18 digital, IKA group, Staufen, Germany) at 3,000 rpm for 60 s, followed by centrifugation at 12,000 &#x00D7; <italic>g</italic> for 10 min at 4<sup>&#x00B0;</sup>C. The content of soluble peptides in the supernatant was determined using a Stable Lowry Protein Assay Kit (C504051-1000, Shanghai Shenggong Co., Ltd., Shanghai, China) and expressed as &#x03BC;g/g sample.</p>
</sec>
<sec id="S2.SS9">
<title>2.9. Determination of volatile compounds</title>
<p>Volatile components were determined as described by <xref ref-type="bibr" rid="B25">Montanari et al. (2016)</xref> with some modifications. For each analysis, a 10 g sausage sample was minced and weighed into a 40 ml headspace vial, and methyl caprylate (0.68 mg/ml) was used as the internal standard solution by adding 20 &#x03BC;l into each headspace vial. A solid-phase microextraction needle covered with 75 &#x03BC;m carboxen/polydimethylsiloxane (CAR/PDMS Stable Flex) (Supelco, Steinheim, Germany) was exposed headspace of the sample for 45 min in the vial with 60<sup>&#x00B0;</sup>C water bath. After the adsorption of the volatile compounds, the fiber was injected and kept for 5 min in the inlet (230<sup>&#x00B0;</sup>C, splitless mode) of a gas-chromatograph-mass spectrometry (Trace ISQ, Thermo Scientific, Waltham, USA). The volatile compounds were separated using a 30 m &#x00D7; 0.25 mm &#x00D7; 0.2 &#x03BC;m capillary column (DB-WAX, Agilent, USA). The carrier gas was nitrogen (grade N<sub>2</sub> &#x003E; 99.999%) at a constant flow rate of 3.0 ml/min. The temperature of the detector was maintained at 280<sup>&#x00B0;</sup>C. The oven temperature was initially kept at 40<sup>&#x00B0;</sup>C for 1 min, increased by 5<sup>&#x00B0;</sup>C/min up to 100<sup>&#x00B0;</sup>C for 8 min, and then 8<sup>&#x00B0;</sup>C/min up to 240<sup>&#x00B0;</sup>C for 5 min. The ionization mode was EI<sup>+</sup>, and the electron energy was 70 eV. The scan time was 0.2 s, and the detector voltage was 500 V. The volatile compounds with similarities greater than 80% were shown by comparing the mass spectral data of the samples with those retrieved from digital libraries. The content of the aroma compound was expressed as relative content based on the internal standard.</p>
</sec>
<sec id="S2.SS10">
<title>2.10. Sensory evaluation</title>
<p>The sensory evaluation of fermented sausage was conducted with the method described by <xref ref-type="bibr" rid="B42">Valencia et al. (2006)</xref>. There were 12 panelists (6 men and 6 women), aged between 20 and 35 years, majoring in Food Science at the School of Food Science and Engineering of Yangzhou University, Yangzhou, China. The panelist training, sensory room, and procedures of sensory evaluation were followed by the Chinese standard GB/T 22210-2008 (Criterion for sensory evaluation of meat and meat products). The sensory panelists received the training according to the nine-point scoring criteria (<xref ref-type="table" rid="T1">Table 1</xref>). The panelists were set in individual compartments, and all forms of communication were not allowed during the evaluation. Smoking, drinking, and eating were not allowed for at least 1 h before sensory analysis. The sample (0.3 cm thick) of each fermented sausage at room temperature was placed on a white ceramic plate labeled with a three-digit random code. Distilled water was provided to the panelists to rinse their mouths to avoid cross-interference. All the data were collected and used for statistical analysis.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>The definition of sensory quality attributes for fermented sausage.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Scoring items</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Scoring criteria</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Score</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Color (9)</td>
<td valign="top" align="center">The cut meat filling is shiny, the muscle is rosy red, and the surface is bright</td>
<td valign="top" align="center">7&#x2013;9</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The cut surface is glossy, the fat is yellow, and the muscle is dark</td>
<td valign="top" align="center">4&#x2013;6</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The meat filling is dull and the muscle is gray</td>
<td valign="top" align="center">1&#x2013;3</td>
</tr>
<tr>
<td valign="top" align="left">Flavor (9)</td>
<td valign="top" align="center">It has the characteristic aroma of fermented sausage</td>
<td valign="top" align="center">7&#x2013;9</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The aroma of fermented sausage is weak</td>
<td valign="top" align="center">4&#x2013;6</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Poor aroma and peculiar smell</td>
<td valign="top" align="center">1&#x2013;3</td>
</tr>
<tr>
<td valign="top" align="left">Texture (9)</td>
<td valign="top" align="center">The cut meat filling is tight, the lean meat is closely combined with the fat meat, and the boundary is clear</td>
<td valign="top" align="center">7&#x2013;9</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The meat filling on the cut surface is loose, and the combination of lean meat and fat meat is not tight</td>
<td valign="top" align="center">4&#x2013;6</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The section is completely loose and the center is softened</td>
<td valign="top" align="center">1&#x2013;3</td>
</tr>
<tr>
<td valign="top" align="left">Taste (9)</td>
<td valign="top" align="center">Salty and sweet, pure sour taste, pleasant aftertaste</td>
<td valign="top" align="center">7&#x2013;9</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">The taste is not pure and there is less aftertaste</td>
<td valign="top" align="center">4&#x2013;6</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Strong sour taste and unpleasant aftertaste</td>
<td valign="top" align="center">1&#x2013;3</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS11">
<title>2.11. Statistical analysis</title>
<p>The data obtained from the experiment were analyzed using SAS V8 software (SAS Institute Inc., Cary, NC, USA). Physical, microbial, and quality characteristic data were evaluated using a mixed-model ANOVA using Leu concentration (0, 1, and 3 mM), starter treatments (non-starter, single-strain starter, and mixed-strain starter), and fermentation time that were set as the main effect factors and batches as the random factor. For the sensory evaluation, the random effects included sausage and sensory panel (session number, tasting order, and panelist number). The mean standard error of each treatment was used to describe the least significant difference of means after the data were subjected to the Bonferroni test (<italic>P</italic> &#x003C; 0.05). A principal component analysis was performed using the statistical software SIMCA 14.1 (MKS Instruments AB Inc., Malmo, Sweden).</p>
</sec>
</sec>
<sec id="S3" sec-type="results|discussion">
<title>3. Results and discussion</title>
<sec id="S3.SS1">
<title>3.1. pH and a<sub><italic>w</italic></sub> changes</title>
<p>The change in pH values during sausage fermentation is shown in <xref ref-type="fig" rid="F1">Figure 1A</xref>. The initial pH value of all treatment samples was approximately 5.94, showing no significant difference among treatments (<italic>P</italic> &#x003E; 0.05). A declining trend in pH values was observed in the first 7 days and then increased during the later fermentation, which may be due to the buffering effect of the peptides, and amino acids from proteolytic degradation and the organic acids produced by LAB during fermentation (<xref ref-type="bibr" rid="B14">Essid and Hassouna, 2013</xref>). The pH value of fermented sausages in the GQ, GQ-1, and GQ-3 groups was lower than that of the groups with and without <italic>L. fermentum</italic> YZU-06 inoculation during the fermentation. By the end of fermentation, the lowest pH values (a mean of pH 5.16) were found in the mixed-starter groups, which was significantly lower than those of other groups (<italic>P</italic> &#x003C; 0.05). This may be due to the combined effects of the acid produced by <italic>Lactobacillus</italic> and <italic>Staphylococcus</italic> (<xref ref-type="bibr" rid="B40">Sun et al., 2016</xref>), which may contribute to the inhibition of the growth of spoilage microorganisms and prolonged shelf life of fermented sausage production (<xref ref-type="bibr" rid="B1">Adams and Nicolaides, 1997</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>The pH values <bold>(A)</bold> and a<sub>w</sub> <bold>(B)</bold> of fermented sausages among treatments during the fermentation for 0, 7, 14, 24, and 28 days. Different lowercase letters (a&#x2013;f) indicate a significant difference between different treatment groups at the same fermentation time (<italic>P</italic> &#x003C; 0.05). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned to the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g001.tif"/>
</fig>
<p><xref ref-type="fig" rid="F1">Figure 1B</xref> shows a decreasing trend in a<sub><italic>w</italic></sub> of sausage through the entire fermentation process. The high a<sub><italic>w</italic></sub> values (0.96) of the samples were detected at the beginning of the processing and then a<sub><italic>w</italic></sub> decreased gradually to the lower values ranging from 0.61 and 0.64 at the end of fermentation. The imbalance in humidity between the inside and outside of the sausages causes moisture loss (<xref ref-type="bibr" rid="B29">Olivares et al., 2010</xref>). Moreover, the denaturation of proteins as a result of the drop in pH during fermentation and the degradation of protein caused by microorganisms involved in fermentation likely decreased the water-holding capacity (<xref ref-type="bibr" rid="B36">Seleshe and Kang, 2021</xref>). The starter and fermentation time was shown to have a cross-impact on a<sub><italic>w</italic></sub> value. The a<sub><italic>w</italic></sub> of the inoculated group was significantly lower than that of the control groups during incubation (<italic>P</italic> &#x003C; 0.05), which was consistent with the finding that the lowest a<sub><italic>w</italic></sub> value in the dry fermented sausage was fermented by <italic>L. plantarum</italic> GM77 and <italic>S. xylosus</italic> GM92 (<xref ref-type="bibr" rid="B18">Kaban and Kaya, 2009</xref>). The results suggested that the inoculation treatments promoted the reduction of a<sub><italic>w</italic></sub>, while the addition of Leu had a minimal effect on the a<sub><italic>w</italic></sub> decline in sausage during fermentation.</p>
</sec>
<sec id="S3.SS2">
<title>3.2. Texture properties</title>
<p>As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, the hardness of the sausage increased significantly during 28 days of fermentation (<italic>P</italic> &#x003C; 0.05). At the end of fermentation, the hardness of the inoculated groups was significantly higher than that of the control groups (<italic>P</italic> &#x003C; 0.05), except for the CK-1 group. These results are in agreement with those found by <xref ref-type="bibr" rid="B24">Lorenzo and Franco (2012)</xref>, who reported that the hardness was negatively related to a<sub><italic>w</italic></sub> value in dry-cured foal sausages. On the contrary, the adhesion of sausages decreased at 28 days compared with the beginning of fermentation, and the adhesion of the inoculation groups was significantly higher than those of the CK and CK-1 groups (<italic>P</italic> &#x003C; 0.05, <xref ref-type="fig" rid="F2">Figure 2B</xref>). <xref ref-type="fig" rid="F2">Figure 2C</xref> shows that no significant differences were observed in cohesion among treatment groups at 28 days (<italic>P</italic> &#x003E; 0.05), and the addition of starter and Leu, as well as fermentation time, had no significant effects on cohesion (<italic>P</italic> &#x003E; 0.05). Elasticity and chewiness increased with the fermentation time (<xref ref-type="fig" rid="F2">Figures 2D, E</xref>). The starters are responsible for the fermentation of carbohydrates added to the mixture, leading to a decrease in the pH value. The acidification below the isoelectric point of muscle protein affects protein coagulation, which is responsible for the hardness and chewiness of the final product (<xref ref-type="bibr" rid="B14">Essid and Hassouna, 2013</xref>). The results of texture are consistent with the findings of <xref ref-type="bibr" rid="B24">Lorenzo and Franco (2012)</xref> that the change in TPA is attributed to the water loss in sausage during the maturing period.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Changes in the texture of sausages, including hardness <bold>(A)</bold>, adhesion <bold>(B)</bold>, cohesion <bold>(C)</bold>, elasticity <bold>(D)</bold>, and chewiness <bold>(E)</bold>, among treatments during the fermentation for 0, 7, 14, 24, and 28 days. Different lowercase letters (a&#x2013;d) indicate a significant difference between different treatment groups at the same fermentation time (<italic>P</italic> &#x003C; 0.05). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned to the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>3.3. Color changes</title>
<p>The changes in <italic>L</italic>&#x002A;, <italic>a</italic>&#x002A;, and <italic>b</italic>&#x002A; values of fermented sausages are shown in <xref ref-type="fig" rid="F3">Figure 3</xref>. All samples exhibited the typical color characteristics of fermented sausages. The <italic>L</italic>&#x002A; value decreased from 51.11 to 32.01 in sausage during 28 days of fermentation (<italic>P</italic> &#x003C; 0.05). At the end of fermentation, the <italic>L</italic>&#x002A; values of the G-1 and GQ-1 groups were 29.33 and 31.32, respectively, which were significantly lower than that of the other groups (<italic>P</italic> &#x003C; 0.05). The average <italic>a</italic>&#x002A; value of the incubated samples decreased from 15.08 to 5.86 during 14 days of ripening and then increased to 8.15 at the end of the process. The <italic>b</italic>&#x002A; value in all treatment groups decreased from 15.11 to 5.76 during the ripening. The <italic>b</italic>&#x002A; value of the inoculated G-1 group was significantly lower than those of the control groups during 21&#x2013;28 days of fermentation (<italic>P</italic> &#x003C; 0.05). Color plays an important role in consumers&#x2019; sensory perception of fermented sausage. <xref ref-type="bibr" rid="B8">Casaburi et al. (2007)</xref> found that the <italic>L</italic>&#x002A; value of sausages decreased throughout the entire fermentation period. Likewise, the decrease in <italic>L</italic>&#x002A; value of Suck sausage within 15 days of maturation led to a decrease in gloss, which was consistent with the report by <xref ref-type="bibr" rid="B19">Kayaard&#x0131; and G&#x00F6;k (2004)</xref>. The decrease in <italic>a</italic>&#x002A; value could be the denaturation of nitroso-erythropoietin due to the production of lactic acid. This result was in agreement with the findings of <xref ref-type="bibr" rid="B15">Ge et al. (2019)</xref>, who found that the change in <italic>a</italic>&#x002A; value in the <italic>L. plantarum</italic> NJAU-01 group was in the same trend as this study. The Spanish dry-cured sausages showed a decreasing trend in <italic>b</italic>&#x002A; value during the maturation stages (<xref ref-type="bibr" rid="B30">P&#x00E9;rez-Alvarez et al., 1999</xref>). The decrease in <italic>b</italic>&#x002A; value was probably due to the consumption of oxygen by microorganisms, resulting in a decrease in oxygenated myoglobin, which was an important component of the yellow coloration.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Changes in the color attributes of <italic>L</italic>&#x002A; <bold>(A)</bold>, <italic>a</italic>&#x002A; <bold>(B)</bold>, and <italic>b</italic>&#x002A; <bold>(C)</bold> in sausages among treatments during the fermentation for 0, 7, 14, 24, and 28 days. Different lowercase letters (a&#x2013;f) indicate a significant difference between different treatment groups at the same fermentation time (<italic>P</italic> &#x003C; 0.05). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned to the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g003.tif"/>
</fig>
</sec>
<sec id="S3.SS4">
<title>3.4. Changes in the count of LAB and staphylococci</title>
<p>The change in LAB counts in the sausages during fermentation is shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>. The addition of Leu had no significant effects on the initial LAB counts (<italic>P</italic> &#x003E; 0.05). At the initial fermentation stage, the counts of MRS solid media in the sausage groups inoculated with LAB were about 7.17&#x2013;7.27 lg CFU/g, and the counts in the control groups were 4.13&#x2013;4.22 lg CFU/g. The inoculated groups with starter cultures reached the highest level of LAB (8&#x2013;9 lg CFU/g) at 7 or 14 days of fermentation. After 7 days of fermentation, the counts of LAB in the GQ, GQ-1, and GQ-3 groups were lower than that of the G, G-1, and G-3 groups. However, at the end of the fermentation, the counts of LAB in the GQ, GQ-1, and GQ-3 groups were significantly higher than that in the G, G-1, and G-3 groups and the control groups (<italic>P</italic> &#x003C; 0.05). This indicated that <italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3475 were well adapted to the environment and propagated rapidly during sausage fermentation. The addition of a starter inhibited the growth of undesirable bacteria, and the mixed starter promoted better growth of LAB (<xref ref-type="bibr" rid="B14">Essid and Hassouna, 2013</xref>). The low pH and a<sub><italic>w</italic></sub> values may contribute to the decrease in the count of LAB in the fermented sausage at the end of ripening (<xref ref-type="bibr" rid="B34">Samelis et al., 1998</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Changes in viable counts of LAB <bold>(A)</bold> and <italic>staphylococcus</italic> <bold>(B)</bold> in sausages among treatments during the fermentation for 0, 7, 14, 24, and 28 days. Different lowercase letters (a&#x2013;h) indicate a significant difference between different treatment groups at the same fermentation time (<italic>P</italic> &#x003C; 0.05). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned to the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g004.tif"/>
</fig>
<p><xref ref-type="fig" rid="F4">Figure 4B</xref> shows the changes in the counts of staphylococci in the sausages during fermentation. The initial counts of staphylococci were 5.21&#x2013;5.23 lg CFU/g in the sausages of GQ, GQ-1, and GQ-3 groups and 4.61&#x2013;5.06 lg CFU/g in the sausages of LAB inoculated and control groups, respectively. The counts of staphylococci increased to 6.64&#x2013;7.13 lg CFU/g, 5.62&#x2013;6.36 lg CFU/g, and 6.53&#x2013;6.84 lg CFU/g in inoculated staphylococci, inoculated LAB, and control groups at 7 days of fermentation, respectively. After the completion of the fermentation, the counts of staphylococci decreased to 3.80&#x2013;4.45 lg CFU/g. The reduction in staphylococci during the last 2 weeks of maturation in sausages indicated that staphylococci were less competitive and inhibited by the intensive growth of LAB and a lower pH value (<xref ref-type="bibr" rid="B9">Casaburi et al., 2008</xref>).</p>
</sec>
<sec id="S3.SS5">
<title>3.5. Peptide content</title>
<p>The content of soluble peptides derived from the fermented sausages at the end of fermentation is shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The peptide contents of GQ, GQ-1, and GQ-3 groups with the mixed starter and supplemented with Leu were significantly higher than the control groups CK, CK-1, and CK-3 (<italic>P</italic> &#x003C; 0.05). The increase in total peptides indicated protease activity, mainly deriving from the action of microorganisms and endogenous muscle enzymes (<xref ref-type="bibr" rid="B43">Visessanguan et al., 2004</xref>). The higher total peptide content of the mixed inoculated group indicated a higher degree of protein degradation, which also showed that the higher content of the substance can be used as the precursor of flavor compounds. These peptides can be further decomposed by enzymes to produce some low-molecular-weight compounds, including amino acids, aldehydes, organic acids, and ammonia, which are potential flavor volatile (<xref ref-type="bibr" rid="B13">D&#x00ED;az et al., 1993</xref>). For example, 3-methylbutanal, as a metabolite of BCAAs, can interact with different sulfur compounds derived from methionine and cysteine to form bacon flavor and improve sausage flavor (<xref ref-type="bibr" rid="B31">Riebroy et al., 2008</xref>). In addition, the rate of protein hydrolysis usually depends on many factors, including the nature of the meat microbiota and processing conditions. As reported by <xref ref-type="bibr" rid="B43">Visessanguan et al. (2004)</xref>, the low pH value stimulated the hydrolysis of myofibrillar protein to form FAAs.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Peptide content of sausage among treatments at the end of fermentation (28 days). Different lowercase letters (a&#x2013;i) indicate a significant difference between different treatment groups (<italic>P</italic> &#x003C; 0.05). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned as the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g005.tif"/>
</fig>
</sec>
<sec id="S3.SS6">
<title>3.6. Volatile compounds</title>
<p>The identification of volatile components in fermented sausages at 28 days is shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. As shown in <xref ref-type="fig" rid="F6">Figures 6A</xref>, total of 62 volatile compounds were determined and grouped into seven classes as shown in <xref ref-type="supplementary-material" rid="TS1">Supplementary Table 1</xref>, including esters (22), alcohols (11), aldehydes (8), acids (8), alkanes (4), olefins (5), ketones (2), and other compounds (2). Among them, 32, 47, and 43 compounds were detected in CK, CK-1, and CK-3 groups, respectively, while more than 49 compounds were detected in the inoculation group. The relative content of flavor substances in each treatment group is shown in <xref ref-type="fig" rid="F6">Figure 6B</xref>. The main volatile flavor substances in fermented sausage were esters, aldehydes, alcohols, acids, and other compounds. These volatile compounds were mainly derived from fat oxidation, amino acid catabolism, carbohydrate fermentation, microbial activity, and spices (<xref ref-type="bibr" rid="B18">Kaban and Kaya, 2009</xref>). The principal component analysis (PCA) of flavor compounds among treatment groups at 28 days of sausage fermentation is shown in <xref ref-type="fig" rid="F6">Figure 6C</xref>. It was found that the control groups, including CK, CK-1, and CK-3, were localized in the third quadrant and clearly scattered from the inoculated groups. Moreover, the inoculated groups of <italic>L. fermentum</italic> YZU-06 (G groups) and mixture starter of <italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3475 (GQ groups) also showed different distributions of the PCA mapping points. The amounts of volatile compounds in samples inoculated with mixture starters (GQ group 2,863.85 &#x03BC;g/kg, GQ-1 group 3,033.21 &#x03BC;g/kg, GQ-3 group 3,585.83 &#x03BC;g/kg) were higher than those in the control groups (average value of 2,807.53 &#x03BC;g/kg). Thus, it is indicated that the addition of Leu and mixed starter plays an important role in enriching the types and contents of flavor substances in fermented sausage.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>The flavor profiles of fermented sausages, including heatmap <bold>(A)</bold>, composition of sausage flavors in the different groups <bold>(B)</bold>, and principal component analysis of flavor substances among treatments <bold>(C)</bold> at the end of fermentation (28 days). The group without starter culture and leucine was assigned to the CK group. The groups added with 1 and 3 mM of leucine without starter culture were assigned to the CK-1 and CK-3 groups, respectively. The group with <italic>Lactobacillus fermentum</italic> YZU-06 was assigned to the G group. The groups with <italic>Lactobacillus fermentum</italic> YZU-06 and different concentrations of leucine (1 and 3 mM) were named G-1 and G-3 groups, respectively. The fermented sausage with the mixed-starter cultures of <italic>Lactobacillus fermentum</italic> YZU-06 and <italic>Staphylococcus saprophyticus</italic> CGMCC 3475 was assigned to the GQ group. The groups with the mixed-starter cultures and different concentrations of leucine (1 and 3 mM) were named GQ-1 and GQ-3 groups, respectively.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-1118907-g006.tif"/>
</fig>
<p>The 3-methylbutanal/butanal/butyrate were derived from catabolism of Leu (<xref ref-type="bibr" rid="B5">Beck et al., 2004</xref>; <xref ref-type="bibr" rid="B45">Yu et al., 2020</xref>), and these compounds were the focus of attention in this study. The addition of 3 mM Leu and mixed-starter culture resulted in higher branched-chain aldehyde/alcohol/acid in the GQ group than that of the other groups (<italic>P</italic> &#x003C; 0.05). Among them, the content of 3-methylbutanal (17.53 &#x03BC;g/kg) in the GQ-3 group was five times higher than that in the group CK (3.47 &#x03BC;g/kg) and 1.3 times higher than that of the G-3 group. The amount of 3-methylbutanol (5.48 &#x03BC;g/kg) and 2-methylpropanol (1.92 &#x03BC;g/kg) produced by the GQ-3 group was significantly higher than the other groups (<italic>P</italic> &#x003C; 0.05). Microbial fermentation promoted the conversion of muscle proteins to FAAs in fermented sausages. BCAAs can be converted into &#x03B1;-keto acids by microbial transaminases, which was the first rate-limiting step for the conversion of BCAAs to branched aldehydes. As an important intermediate, &#x03B1;-keto acids can be further transformed into various flavor compounds through non-oxidative decarboxylation or oxidative dehydrogenation (<xref ref-type="bibr" rid="B37">Smit et al., 2004</xref>). Aldehydes can be converted into the corresponding alcohols and carboxylic acids by alcohol dehydrogenase and aldehyde dehydrogenase, respectively (<xref ref-type="bibr" rid="B12">Chen et al., 2015</xref>). 2-Methylpropanal produced by valine can be oxidized to 2-methylpropionic acid by aldehyde dehydrogenase or reduced to 2-methylpropanol by alcohol dehydrogenase, respectively. Moreover, 2- and 3-methylbutanal produced by Leu and Ile can be oxidized to 2- and 3-methylbutanal by aldehyde dehydrogenase or reduced to 2- and 3-methylbutanol by alcohol dehydrogenase. These compounds produce malt, fruity, and sweaty flavors, which were identified as the key volatile compounds in cured ham and cured loin (<xref ref-type="bibr" rid="B6">Bosse et al., 2021</xref>). In addition, the most abundant aldehydes in fermented sausage were non-anal formed by the oxidation of N-9 polyunsaturated fatty acids, which delivered the smell of carnation, citrus, and laurel (<xref ref-type="bibr" rid="B28">Olivares et al., 2011</xref>).</p>
<p>Esters are low-odor threshold compounds and give fermented sausage fruit aroma (<xref ref-type="bibr" rid="B41">Sun et al., 2010</xref>). Ester was the most abundant in the G group. Ethyl butyrate and methyl 2-methylbutyrate were mostly detected in the inoculated groups and related to the post-esterification of methyl branched-chain by transmination of microbial metabolism of BCAAs (<xref ref-type="bibr" rid="B35">Schmidt and Berger, 1998</xref>). Ethyl butyrate in the G-3 group (2,969.18 &#x03BC;g/kg) and methyl 2-methylbutyrate in GQ-3 group (5.23 &#x03BC;g/kg) were significantly higher than that of the other groups (<italic>P</italic> &#x003C; 0.05). In addition, many esters identified in the present study were ethyl esters, which produced fruity odors (<xref ref-type="bibr" rid="B11">Chen et al., 2017</xref>). The high content of ethyl compounds may be due to the decomposition of carbohydrates by <italic>L. fermentum</italic> YZU-06. <xref ref-type="bibr" rid="B41">Sun et al. (2010)</xref> showed that ethanol played an important role in the flavor of Cantonese sausage. In the present study, ethanol was identified to have the highest content in alcohols, among which the GQ group had the lowest ethanol content.</p>
<p>Acids have great implications on the flavor development of sausage, including acetic acid and hexanoic acid, which are derived from the degradation of carbohydrates (<xref ref-type="bibr" rid="B23">Liu et al., 2003</xref>). The GQ-3 group exhibited significantly higher 3-methylbutanoic acid (9.12 &#x03BC;g/kg) than the other treatment groups (<italic>P</italic> &#x003C; 0.05). Ketones could be produced mainly through lipid oxidation, microbial fermentation, and carbohydrate catabolism. Two ketones were detected, of which 2-pentanone was produced by microbial &#x03B2;-oxidation in the presence of <italic>Staphylococcus</italic> (<xref ref-type="bibr" rid="B21">Leroy et al., 2006</xref>). Hydrocarbons, including four alkanes and five alkenes, were also detected in the volatile flavor substances of sausages, which may be the product of lipid auto-oxidation. However, the presence of alkanes might not be an important contributor to the flavor due to their high threshold value (<xref ref-type="bibr" rid="B20">Latorre-Moratalla et al., 2011</xref>). The alkenes, including &#x03B1;-curmene, D-limonene, &#x03B2;-caryophyllene, cedarene, and &#x03B2;-elemene, may be obtained from spices such as onion and ginger powder and spice powder (<xref ref-type="bibr" rid="B25">Montanari et al., 2016</xref>).</p>
</sec>
<sec id="S3.SS7">
<title>3.7. Sensory analysis</title>
<p>A sensory analysis is essential for meat products to meet consumer demand and recognition (<xref ref-type="bibr" rid="B33">Ruiz-Capillas et al., 2021</xref>). As shown in <xref ref-type="table" rid="T2">Table 2</xref>, no significant difference was found in texture scores among the inoculated groups of <italic>L. fermentum</italic> YZU-06 only and mixed-starter groups (<italic>P</italic> &#x003E; 0.05), while the color scores in the mixed-starter groups were significantly higher than that of the control groups (<italic>P</italic> &#x003C; 0.05). The inoculated groups, except the G group, showed significantly higher overall flavor scores than those in the control groups (<italic>P</italic> &#x003C; 0.05). Two inoculated groups (GQ-1 and GQ-3) presented greater taste scores than those of the control groups (<italic>P</italic> &#x003C; 0.05). This was attributed to the fact that the inoculation of the starter could promote the hydrolysis of protein and the subsequent release of peptides and FAA for the development of flavor and taste during fermentation (<xref ref-type="bibr" rid="B17">Hu et al., 2022</xref>). Taken together, the addition of starter and Leu significantly improved the sensory quality of the sausage.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Scores of sensory evaluation of sausages among different treatments.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Time (d)</td>
<td valign="top" align="center" colspan="9" style="color:#ffffff;background-color: #7f8080;">Group</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SE</td>
<td valign="top" align="center" colspan="3" style="color:#ffffff;background-color: #7f8080;"><italic>P</italic>-value</td>
</tr>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">CK</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">CK-1</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">CK-3</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">G</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">G-1</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">G-3</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">GQ</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">GQ-1</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">GQ-3</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Strain</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">BCAAs</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Strain<xref ref-type="table-fn" rid="t2fn1">&#x002A;</xref>BCAAs</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Color</td>
<td valign="top" align="center">6.23<sup>c</sup></td>
<td valign="top" align="center">6.53<sup>c</sup></td>
<td valign="top" align="center">6.68<sup>bc</sup></td>
<td valign="top" align="center">7.16<sup>ab</sup></td>
<td valign="top" align="center">7.28<sup>ab</sup></td>
<td valign="top" align="center">7.33<sup>a</sup></td>
<td valign="top" align="center">7.50<sup>a</sup></td>
<td valign="top" align="center">7.46<sup>a</sup></td>
<td valign="top" align="center">7.76<sup>a</sup></td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">&#x003C;0.05</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">Flavor</td>
<td valign="top" align="center">7.10<sup>b</sup></td>
<td valign="top" align="center">7.15<sup>b</sup></td>
<td valign="top" align="center">7.18<sup>b</sup></td>
<td valign="top" align="center">7.60<sup>ab</sup></td>
<td valign="top" align="center">7.83<sup>a</sup></td>
<td valign="top" align="center">7.95<sup>a</sup></td>
<td valign="top" align="center">8.23<sup>a</sup></td>
<td valign="top" align="center">8.00<sup>a</sup></td>
<td valign="top" align="center">8.03<sup>a</sup></td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">&#x003C;0.05</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">0.66</td>
</tr>
<tr>
<td valign="top" align="left">Texture</td>
<td valign="top" align="center">7.43<sup>a</sup></td>
<td valign="top" align="center">7.35<sup>ab</sup></td>
<td valign="top" align="center">7.20<sup>ab</sup></td>
<td valign="top" align="center">6.79<sup>c</sup></td>
<td valign="top" align="center">7.05<sup>b</sup></td>
<td valign="top" align="center">7.43<sup>a</sup></td>
<td valign="top" align="center">6.90<sup>c</sup></td>
<td valign="top" align="center">7.05<sup>b</sup></td>
<td valign="top" align="center">7.54<sup>a</sup></td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.18</td>
</tr>
<tr>
<td valign="top" align="left">Taste</td>
<td valign="top" align="center">7.25<sup>b</sup></td>
<td valign="top" align="center">7.13<sup>c</sup></td>
<td valign="top" align="center">7.10<sup>c</sup></td>
<td valign="top" align="center">7.15<sup>c</sup></td>
<td valign="top" align="center">7.68<sup>ab</sup></td>
<td valign="top" align="center">7.70<sup>ab</sup></td>
<td valign="top" align="center">7.75<sup>ab</sup></td>
<td valign="top" align="center">7.85<sup>a</sup></td>
<td valign="top" align="center">7.90<sup>a</sup></td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">&#x003C;0.05</td>
<td valign="top" align="center">0.54</td>
<td valign="top" align="center">0.54</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fn1"><p>&#x002A;Indicates the interaction between strains and branched-chain amino acids. Different superscript letters (a&#x2013;c) indicate a significant difference among treatment groups (<italic>P</italic> &#x003C; 0.05).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S4" sec-type="conclusion">
<title>7. Conclusion</title>
<p>The primary outcome of this study was to develop the fermented sausage by directional production of 3-methylbutanal <italic>via</italic> Leu supplement and the selected culture, <italic>L. fermentum</italic> YZU-06 and <italic>S. saprophyticus</italic> CGMCC 3745. The combination of Leu and strain applied to fermented sausage provides a novel strategy to not only improve the diversity of flavor compounds, but also the overall quality of the fermented sausage. Therefore, <italic>L. fermentum</italic> YZU-06 has great potential as a starter for the production of fermented meat products. The mechanism of flavor development is the interaction between protein, lipids, microorganisms, spices, external environment, and processing parameters and needs to be further studied.</p>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in this study are included in the article/<xref ref-type="supplementary-material" rid="TS1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="S6" sec-type="author-contributions">
<title>Author contributions</title>
<p>HY and RL: conceptualization and resources. YM: methodology, investigation, and writing the original draft preparation. MW: software. RL, HY, and QG: validation. CL: formal analysis, writing, reviewing, and editing. RL: data curation. JX: supervision. HY: funding acquisition. All authors have read and agreed to the published version of the manuscript.</p>
</sec>
</body>
<back>
<sec id="S7" sec-type="funding-information">
<title>Funding</title>
<p>This research was funded by the National Natural Science Foundation of China (nos. 31901610 and 32172276), the Qing Lan Project of Yangzhou University, the High-Level Talent Support Program of Yangzhou University, and the Key R&#x0026;D Project of the Science and Technology Department of Jiangsu Province (BE2022333), as well as the cooperation of Yangzhou and Yangzhou University in the Construction of Science and Technology Innovation Platform Project (no. YZ2020267).</p>
</sec>
<sec id="S8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>JX was employed by the Jiangsu Changshou Group Co., Ltd. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.1118907/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.1118907/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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