Current Advances in Microbial Production of Acetoin and 2,3-Butanediol by Bacillus spp.

: The growing need for industrial production of bio-based acetoin and 2,3-butanediol (2,3-BD) is due to both environmental concerns, and their widespread use in the food, pharmaceutical, and chemical industries. Acetoin is a common spice added to many foods, but also a valuable reagent in many chemical syntheses. Similarly, 2,3-BD is an indispensable chemical on the platform in the production of synthetic rubber, printing inks, perfumes, antifreeze, and fuel additives. This state-of-the-art review focuses on representatives of the genus Bacillus as prospective producers of acetoin and 2,3-BD. They have the following important advantages: non-pathogenic nature, unpretentiousness to growing conditions, and the ability to utilize a huge number of substrates (glucose, sucrose, starch, cellulose, and inulin hydrolysates), sugars from the composition of lignocellulose (cellobiose, mannose, galactose, xylose, and arabinose), as well as waste glycerol. In addition, these strains can be improved by genetic engineering, and are amenable to process optimization. Bacillus spp. are among the best acetoin producers. They also synthesize 2,3-BD in titer and yield comparable to those of the pathogenic producers. However, Bacillus spp. show relatively lower productivity, which can be increased in the course of challenging future research.


Introduction
The contemporary production of acetoin and 2,3-butanediol (2,3-BD) is primarily related to the use of oil and fossil fuels. However, the rising environmental problems such as global warming and greenhouse gas emissions require rapid replacement of chemical methods with environmentally friendly and sustainable biotechnologies for the synthesis of both platform chemicals [1]. More than fifteen years ago, the United States Department of Energy classified acetoin among the 30 chemical compounds, stating that its microbial synthesis needs priority scientific development [2][3][4]. Recent forecasts show that the global acetoin market will grow by 5.79% annually, and the market size of 2,3-BD will reach USD 300 million by 2030 [5,6].
Acetoin has a pleasant butter odor; therefore, it is widely applied as a taste and aroma enhancer in butter, milk, yogurt, and many other foods manufacturing [7,8]. In nature, acetoin is found in fruits (apple, blackcurrants, blackberries, and cantaloupes), wheat, vegetables (broccoli and brussels sprouts), maple syrup, or fermented products such as vinegar, butter, yogurt, and wine. This compound is responsible for the aroma of strawberries, raspberries, vanilla, butter, coconut, and coffee, and therefore, it is used as a flavoring in cosmetics and the liquids for electronic cigarettes [9]. In its optically pure form, acetoin is a precursor for the synthesis of heterocyclic compounds, as 2,3,5,6tetramethylpyrazine, α-hydroxy ketone, liquid crystal composites, and pharmaceutical intermediates [10]. Currently, most of the industrial production of acetoin is carried out by chemical synthesis by partial reduction of diacetyl through deoxidization with zinc or other catalysts [11]. Other common approaches of acetoin production are the selective are valuable reagents in chiral syntheses. In contrast to the strains of genus Klebsiella and Enterobacter, which produce L(+) and meso-2,3-BD, many members of the genus Bacillus and P. polymyxa generate pure D(−) form [22]. However, current progress in microbial 2,3-BD production employing bacilli was mostly due to the development of bioprocess and strain engineering. That is why, in terms of 2,3-BD titer and yield, Bacillus spp. are already competitive to the "classical" pathogenic producers.
The members of genus Bacillus and Paenibacillus polymyxa (formerly B. polymyxa) are Gram-positive, motile, non-pathogenic bacteria ubiquitously spread in natural habitats. They are usually isolated from soil, water, and the rhizosphere [46][47][48], medicine plants [49], marine water [50], and even animals' guts [51,52]. Bacilli are widely used in the industrial manufacturing of enzymes, antibiotics, and exopolysaccharides with antimicrobial, antioxidant, and anticancer activities [53]. That is why the species is commonly used in horticulture and pharmacy, the biocontrol of plant diseases, and the development of probiotics [54][55][56].
The key for the stereoisomer's formation is the enzyme specificity of butanediol dehydrogenase BDH, which is influenced not only by the nucleotide sequence of the responsible gene but also by factors such as carbon source, the mineral content of the medium (Ca, S, Mg), NADH/NAD + ratio, aeration, and the growth phase of the culture, etc. [67,78]. Also known as 2,3-butylene glycol, dimethylene glycol, dimethyl ethylene glycol, or butane-2,3-diol (according to IUPAC), 2,3-Butanediol (2,3-BD) a is a compound that has the chemical formula C 4 H 10 O 2 and a molecular weight of 90.12 g/mol and density of 0.987 g/mL. It has three isomeric forms, two of which are optically active: L(+)-2,3-BD (2S, 3S) and D(−)-2,3-BD (2R, 3R), shown in Figure 2a,c, as well as an optically inactive form meso-2,3-BD (2R, 3S, or 2S, 3R), shown at Figure 2b [77]. In all three forms, 2,3-BD is found both as a colorless and odorless liquid and in crystalline form. It is soluble in water, alcohols, ethers, and ketones. In addition, 2,3-DB has a very high boiling point (depending on the stereoisomer, it varies between 177 • C and 182 • C) and a very low freezing point (−60 • C), which determines many of its characteristics and applications.
The key for the stereoisomer's formation is the enzyme specificity of butanediol dehydrogenase BDH, which is influenced not only by the nucleotide sequence of the responsible gene but also by factors such as carbon source, the mineral content of the medium (Ca, S, Mg), NADH/NAD + ratio, aeration, and the growth phase of the culture, etc. [67,78].

Metabolic Pathway for Acetoin and 2,3-Butanediol Synthesis by Bacillus spp.
Acetoin and 2,3-BD metabolic pathway can be determined both as anabolic and catabolic. The biological role of the synthesis of these compounds is to serve as an alternative to acid production in the course of mixed-acids fermentation and thus, to prevent excessive culture acidification. The second important function of the pathway is to support NADH/NAD + levels by the reversible transformation between acetoin and 2,3-BD, which is coupled with this redox balance. In addition, acetoin is an intermediate metabolite in amino acids biosynthesis. It, along with 2,3-BD, could be consumed by the microbial cells under starvation conditions.
In Bacillus spp. acetoin and 2,3-BD are produced from pyruvate, obtained from sugars and other carbohydrates metabolized either by the glycolytic pathway (hexoses) or via a combination with the pentose-phosphate metabolic pathway (pentoses). Both metabolites are obtained in the course of mixed-acid fermentation, which also generates other final metabolites such as lactic, acetic, succinic, and formic acids, ethanol, and glycerol. Depending on the type of producer and the cultivation conditions, these products are obtained in different proportions or do not accumulate at all. The same bacterial strain can produce predominantly 2,3-BD or acetoin as alternative final metabolites via the manipulation of process parameters.
In the presence of α-acetolactate and under aerobic conditions, acetoin is spontaneously decarboxylated to diacetyl (without enzymatic reaction), which under the action of diacetyl reductase (DAR) is irreversibly converted to acetoin. The secondary function of BDH in Bacillus spp. is to act as a stereospecific DAR.
According to the KEGG database [79], the conversion of pyruvate to 2,3-BD in Bacillus spp. can be presented by two reference pathways; the first, of B. subtilis subsp. subtilis 168 (Figure 3), and the second, of B. licheniformis ATCC 14580 T (Figures 3 and 4). The main difference between them is in bdh genes. B. subtilis genome contains bdhA (1041 base pairs) encoding (R,R)-butanediol dehydrogenase (346 amino acids), which produces D(−)2,3-BD from R-acetoin (EC 1.  Figure 3 shows the conversion of the spontaneously formed diacetyl to S-acetoin, which, in turn, is reduced to (S,S)-2,3-BD by the same BDH BudC (EC 1.1.1.76). Although the gene encoding an enzyme with EC 1.1.1.4 has not been determined as active in the type strain ATCC 14580 T , it was identified in B. licheniformis strain MW3 by Ge et al. [45]. This enzyme,

Metabolic Pathway for Acetoin and 2,3-Butanediol Synthesis by Bacillus spp.
Acetoin and 2,3-BD metabolic pathway can be determined both as anabolic and catabolic. The biological role of the synthesis of these compounds is to serve as an alternative to acid production in the course of mixed-acids fermentation and thus, to prevent excessive culture acidification. The second important function of the pathway is to support NADH/NAD + levels by the reversible transformation between acetoin and 2,3-BD, which is coupled with this redox balance. In addition, acetoin is an intermediate metabolite in amino acids biosynthesis. It, along with 2,3-BD, could be consumed by the microbial cells under starvation conditions.
In Bacillus spp. acetoin and 2,3-BD are produced from pyruvate, obtained from sugars and other carbohydrates metabolized either by the glycolytic pathway (hexoses) or via a combination with the pentose-phosphate metabolic pathway (pentoses). Both metabolites are obtained in the course of mixed-acid fermentation, which also generates other final metabolites such as lactic, acetic, succinic, and formic acids, ethanol, and glycerol. Depending on the type of producer and the cultivation conditions, these products are obtained in different proportions or do not accumulate at all. The same bacterial strain can produce predominantly 2,3-BD or acetoin as alternative final metabolites via the manipulation of process parameters.
In the presence of α-acetolactate and under aerobic conditions, acetoin is spontaneously decarboxylated to diacetyl (without enzymatic reaction), which under the action of diacetyl reductase (DAR) is irreversibly converted to acetoin. The secondary function of BDH in Bacillus spp. is to act as a stereospecific DAR.
Fermentation 2021, 7, x FOR PEER REVIEW 5 of 25 encoded by gdh gene forms R-acetoin from diacetyl, and then D(−)2,3-BD stereoisomer ( Figure 4), but also meso-2,3-BD from S-acetoin. Acetoin and 2,3-BD stereoisomers interconversion and the versatile catalytic activities of BDH are typical for Bacillus spp. However, this phenomenon is also the main obstacle to the successful production of 2,3-BD stereoisomers in pure form.   The analyses of Bacillus spp. draft genomes by the metabolic model of Rapid Annotations using Subsystems Technology (RAST) by ModelSEED v2.3 [80,81] allow for building a complex 2,3-BD synthesis model ( Figure 5).
The enzyme acetoin racemase (EC 5.1.2.4) was postulated previously by Volloch [82], or the responsible gene was not found in Bacillus spp. genomes. The conversion of Racetoin in acetaldehyde is performed by the acetoin dehydrogenase enzyme system ADH ES (EC 2.3.1.190) [83]. The step from pyruvate to Acetyl-CoA is carried out by the pyruvate dehydrogenase multienzyme complex (PDH) encoded by the pdhABCD operon [84]. Acetoin biosynthesis pathway genes alsD and alsS are organized in an operon, and the expression is regulated by AlsR, and encoded by alsR gene. This is a LysR-type transcriptional activator that switches "on" the operon in conditions of high medium acidification (especially in the presence of acetate). The genomes of both B. subtilis and B. licheniformis contain acoABCL operon, which is responsible for acetoin and 2,3-BD degradation. This operon is regulated by acoR gene with sigmaL-dependent promoter. Its transcription is repressed by glucose and activated by acetoin [85].  encoded by gdh gene forms R-acetoin from diacetyl, and then D(−)2,3-BD s ( Figure 4), but also meso-2,3-BD from S-acetoin. Acetoin and 2,3-BD st interconversion and the versatile catalytic activities of BDH are typical for B However, this phenomenon is also the main obstacle to the successful produ BD stereoisomers in pure form.  The enzyme acetoin racemase (EC 5.1.2.4) was postulated previously by V or the responsible gene was not found in Bacillus spp. genomes. The conv acetoin in acetaldehyde is performed by the acetoin dehydrogenase enzyme s ES (EC 2.3.1.190) [83]. The step from pyruvate to Acetyl-CoA is carried out by t dehydrogenase multienzyme complex (PDH) encoded by the pdhABCD o Acetoin biosynthesis pathway genes alsD and alsS are organized in an oper expression is regulated by AlsR, and encoded by alsR gene. This is a transcriptional activator that switches "on" the operon in conditions of hi acidification (especially in the presence of acetate). The genomes of both B. su licheniformis contain acoABCL operon, which is responsible for acetoin degradation. This operon is regulated by acoR gene with sigmaL-dependent p transcription is repressed by glucose and activated by acetoin [85]. The analyses of Bacillus spp. draft genomes by the metabolic model of Rapid Annotations using Subsystems Technology (RAST) by ModelSEED v2.3 [80,81] allow for building a complex 2,3-BD synthesis model ( Figure 5).
The enzyme acetoin racemase (EC 5.1.2.4) was postulated previously by Volloch [82], or the responsible gene was not found in Bacillus spp. genomes. The conversion of R-acetoin in acetaldehyde is performed by the acetoin dehydrogenase enzyme system ADH ES (EC 2.3.1.190) [83]. The step from pyruvate to Acetyl-CoA is carried out by the pyruvate dehydrogenase multienzyme complex (PDH) encoded by the pdhABCD operon [84]. Acetoin biosynthesis pathway genes alsD and alsS are organized in an operon, and the expression is regulated by AlsR, and encoded by alsR gene. This is a LysR-type transcriptional activator that switches "on" the operon in conditions of high medium acidification (especially in the presence of acetate). The genomes of both B. subtilis and B. licheniformis contain acoABCL operon, which is responsible for acetoin and 2,3-BD degradation. This operon is regulated by acoR gene with sigmaL-dependent promoter. Its transcription is repressed by glucose and activated by acetoin [85].

B. licheniformis
Numerous attempts have been made over time to optimize the content of the medium and the cultivation conditions of B. licheniformis. The strains and bioprocesses that reached high titer, yields, and productivities of 2,3-BD are presented in Table 1; those of acetoin are shown in Table 2.
As top acetoin and 2,3-BD producers among bacteria, native bacilli are selected just by ordinary enriching and screening procedure. However, as it was mentioned above, the main problem of mixed-acid fermentation is the synthesis of undesirable by-products, which reduces the carbon flux to acetoin and 2,3-BD. In addition to the target metabolites, the strains of B. licheniformis also produce acetic acid and ethanol [65], lactate, formic acid, and glycerol [86,87]. In 1993, Romano et al. [33] managed to improve the yield of acetoin produced by B. licheniformis MEL09, varying one factor at a time and using orthogonal array tests. In this way, after medium composition and culture conditions' improvement, the maximum acetoin concentration achieved 41.26 g/L, and had a 41.26% glucose conversion efficiency (84.39% of theoretical). Then, a series of experiments engaging thermophilic B. licheniformis strains were performed by Li et al. in 2013 and2014 [70,73,88]. At optimal temperature 50 °C and pH 7.0, with a two-stage agitation speed control strategy, 115.7 g/L of 2,3-BD was obtained from glucose by fed-batch with productivity 2.4 g/L/h and yield 94% of the theoretical value. The same authors used B. licheniformis strain ATCC 14,580 for efficient 2,3-BD synthesis from fructose (at 50 °C), and for simultaneous saccharification and fermentation of inulin, receiving 103.0 g/L 2,3-BD in 30 h with a productivity of 3.4 g/L/h [88]. Recent trials of Song et al. [75] showed that among 4,000 Bacillus candidates isolated by pre-treatment and enrichment, the thermophilic B. licheniformis GSC3102 produced the highest 2,3-BD titer of 92.0 g/L. However, it was accompanied by accumulation of the toxic formate; the amount was dependent on the nitrogen source and reached up to 29.1 g/L [75].  [85]; ALS_c, ALS_s, ALS_g, acetoin dehydrogenase enzyme system; spont, spontaneous reaction; ADLC, α-acetolactate decarboxylase, A(D)R, acetoin dehydrogenase, AR, acetoin racemase; BDH, 2,3-butanediol dehydrogenase.

B. licheniformis
Numerous attempts have been made over time to optimize the content of the medium and the cultivation conditions of B. licheniformis. The strains and bioprocesses that reached high titer, yields, and productivities of 2,3-BD are presented in Table 1; those of acetoin are shown in Table 2.
As top acetoin and 2,3-BD producers among bacteria, native bacilli are selected just by ordinary enriching and screening procedure. However, as it was mentioned above, the main problem of mixed-acid fermentation is the synthesis of undesirable by-products, which reduces the carbon flux to acetoin and 2,3-BD. In addition to the target metabolites, the strains of B. licheniformis also produce acetic acid and ethanol [65], lactate, formic acid, and glycerol [86,87]. In 1993, Romano et al. [33] managed to improve the yield of acetoin produced by B. licheniformis MEL09, varying one factor at a time and using orthogonal array tests. In this way, after medium composition and culture conditions' improvement, the maximum acetoin concentration achieved 41.26 g/L, and had a 41.26% glucose conversion efficiency (84.39% of theoretical). Then, a series of experiments engaging thermophilic B. licheniformis strains were performed by Li et al. in 2013 and2014 [70,73,88]. At optimal temperature 50 • C and pH 7.0, with a two-stage agitation speed control strategy, 115.7 g/L of 2,3-BD was obtained from glucose by fed-batch with productivity 2.4 g/L/h and yield 94% of the theoretical value. The same authors used B. licheniformis strain ATCC 14,580 for efficient 2,3-BD synthesis from fructose (at 50 • C), and for simultaneous saccharification and fermentation of inulin, receiving 103.0 g/L 2,3-BD in 30 h with a productivity of 3.4 g/L/h [88]. Recent trials of Song et al. [75] showed that among 4000 Bacillus candidates isolated by pre-treatment and enrichment, the thermophilic B. licheniformis GSC3102 produced the highest 2,3-BD titer of 92.0 g/L. However, it was accompanied by accumulation of the toxic formate; the amount was dependent on the nitrogen source and reached up to 29.1 g/L [75]. The highest yield and productivity of B. licheniformis to date was reported by Jurchescu et al. [71]. Fed-batch cultivation of the strain DSM 8785 with substrate glucose resulted in 144.7 g/L 2,3-BD, yielding 0.4 g/g, with a productivity of 1.14 g/L/h. A very similar titer was recently obtained by Tsigoriyna et al. [67]. By applying the Plackett-Burman design and RSM through CCD, a complex optimization of medium and process parameters for 2,3-BD production by B. licheniformis strain 24 was performed. The highest concentration of 2,3-BD was 138.8 g/L, the productivity-1.16 g/L/h, and the yield-close to the theoretical-0.479 g/g. The most important factors affecting the process were the amounts of yeast extract, tryptone, K 2 HPO 4 , and MgSO 4 , as well as the aeration rate. Comparison with the results of Jurchescu et al. [71] reveals that the values of 2,3-BD around 140 g/L are probably the highest that can be obtained using the species B. licheniformis and indicate maximal natural capabilities of the species as a 2,3-BD producer.

B. subtilis
The natural strains of B. subtilis, which produce acetoin, have been isolated from soil, distiller's grains, and agricultural controlled residues, spirits or vinegar factories, and even from food as natto. Zhang et al. [7], after optimization of several process parameters, efficiently produced acetoin by B. subtilis strain JNA 3-10 (42.2 g/L), but the targeted product was mixed with 2,3-BD (15.8 g/L). A similar titer, but from a cheaper substrate, was obtained by B. subtilis CICC 10,025 [97]. RSM was applied to determine the optimal levels of acid-treated molasses and soybean meal hydrolysate for acetoin production, thus obtaining 35.4 g/L acetoin in 56 h (Table 2). Tian et al. [2] also showed that the carbon and nitrogen source and agitation play a crucial role in acetoin production. By the use of B. subtilis strain SF4-3, from 150 g/L glucose, the authors obtained 48.9 g/L acetoin (with a yield corresponding to 79.90% of the theoretical conversion). High acetoin production was achieved by Dai et al. [98]. New marine B. subtilis strain DL01 demonstrated high sugar tolerance and relatively low oxygen requirement. From 210 g/L glucose, 76 g/L acetoin (60.9 g/L R-form) was received, with a productivity of 1 g/L/h and a yield of 0.421 g/g. From the cheaper molasses (200 g/L sugar), the strain produced a smaller amount of acetoin (61.15 g/L) [98].

B. amyloliquefaciens
As a close relative to B. subtilis, B. amyloliquefaciens is able to produce an enantiomer pure form of acetoin and 2,3-BD. Noticing that the lower agitation speeds favored 2,3-BD accumulation, while the higher agitation speeds favored reverse transformation of 2,3-BD to acetoin,  proposed a two-stage agitation speed control (350 rpm for 24 h, then-500 rpm) for acetoin production [64]. Following this strategy, through the use of B. amyloliquefaciens FMME044, the authors achieved yield of 51.2 g/L acetoin [64].
A record-high concentration of acetoin obtained from this species was achieved by Maina et al. [5]. The new approach of variation of the volumetric oxygen transfer for either acetoin or 2,3-BD production was applied. Thus, when the volumetric oxygen transfer coefficient kL a value was 64 h −1 , 55.2 g/L D(−)2,3-BD and 47.4 g/L acetoin were received; when kL a value was 200 h −1 , the acetoin reached 65.9 g/L with a productivity of 1.57 g/L/h. The same effect was observed when cane sugar with very high polarity (VHP) was used as a substrate. Increasing the value of k L a to 104 h −1 , led to acetoin titer of 25.6 g/L, while the k L a at 49 h −1 , led to an increase in 2,3-BD yield. High titer of 2,3-BD, 92.3 g/L has been achieved by Yang et al. [45] by process parameters optimization (agitation and pH) [63]. The interest in the selection of other GRAS microorganisms for the synthesis of 2,3-BD and acetoin is due to the need to reduce the cost of bioprocesses and in the hope that hitherto unknown bacilli will be effective producers. Thus, the species B. atrophaeus, B. mojavensis,  B. vallismortis, B. pumilus, B. velezensis, B. toyonensis, and B. safensis are considered as particularly promising, because they can use the sugars falling into the lignocellulose content and may be applied in biomass valorization. For the development of economical production of 2,3-BD, the screening procedures included tests of the utilization of xylose, fructose, sucrose, or corn steep liquor [75]. For instance, B. vallismortis B-14891 converts 14 different substrates that can be obtained from residual biomass sources to 2,3-BD [76]. Recently, Petrova et al. [69] added three new species (B. velezensis, B. toyonensis, and B. safensis) to the group of 2,3-BD producers. They all displayed cellulolytic activity but also degraded arabinoxylan, arabinan, galactomannan, xyloglucan, xylan, and galactan (included in hemicellulose), as well as starch and fructans. B. velezensis 5RB was able to convert nine explored substrates to acetoin and D(−)2,3-BD, as relatively high 2,3-BD titer was obtained from glucose (18.1 g/L), cellobiose (14.8 g/L), mannose (13.8 g/L), and inulin (11.7 g/L), but low from xylose (2.6 g/L) and galactose (0.6 g/L), differing from B. toyonensis 11RA that yielded 4.48 g/L 2,3-BD from galactose [69]. However, the sugar that is most difficult to convert to acetoin and 2,3-DB is xylose. Of the bacilli studied, only two strains convert xylose to significant amounts of the target products-B. vallismortis B-14891 [76], and B. velezensis 5RB [69].

Paenibacillus spp.
In addition to glucose and cellulosic hydrolysates, P. polymyxa is able to ferment crude inulin to almost pure D(−)-stereoisomer of 2,3-BD [61,62,[93][94][95][96]. A good natural producer of acetoin was the strain CS107 isolated by Zhang et al. [100], yielding 55.3 g/L by precise oxygen supply control. Dai et al. [93] observed the whole cellular redox status and oxygen availability as a tool to enhance 2,3-BD production by P. polymyxa. The neccessarry high NADH/NAD+ ratio was reached by decreasing agitation speed and adding ascorbic acid (vitamin C), which elevated the 2,3-BD titer 71.71 g/L. Okonkwo et al. [60] determined 50 g/L of 2,3-BD as a toxic threshold on P. polymyxa DSM 365, but after optimization of the medium content by Box-Behnken design received 68.5 g/L 2,3-BD [61]. These authors stated as problematic the synthesis of exopolysaccharide (EPS) by the used strain. Indeed, P. polymyxa, as well as B. licheniformis, produce high amounts of EPS along with 2,3-BD fermentation, especially when high substrate concentration or fed-batch fermentation mode is performed. EPS can reach 4.97 g/L for P. polymyxa [61] and 12.6 g/L for B. licheniformis [53].
P. brasilensis PB24 produces D(−), and meso-2,3-BD through activity of S-2,3-butanediol dehydrogenase encoded by butA, presented in its genome [96]. The obtained 2,3-BD by P. brasilensis was 27 g/L without any optimization. Regarding the great similarity of the genomes (including 2,3-BD operons) of P. brasilensis, P. terrae, and P. peoriae, we could expect the emergence of new producers belonging to the little-studied species of the genus Paenibacillus.

Engineered Producers of 2,3-BD
The genetic manipulations of bacilli for 2,3-BD and acetoin production have two main purposes: (i) to obtain enantiopure stereoisomers; and (ii) to enhance the fermentation process for higher titer, yield, and productivity of the target metabolite.
The main approach to enhance 2,3-BD production is the redistribution of the carbon flux towards 2,3-BD branch by NADH/NAD + ratio increase. This goal was successively accomplished by Yang et al. [104] using B. amyloliquefaciens B10-127 with crude glycerol as a substrate. The manipulation of carbon flux was conducted as an extra copy of an NADH/NAD + regeneration system was introduced into the strain by overproduction of two enzymes: glycerol dehydrogenase and acetoin reductase. This co-overexpression accelerated the NADH/NAD + regeneration rate and, finally, caused a decrease in byproducts acetoin and acids. In addition, the transcriptional regulator alsR was cloned under P bdhA promoter control, which also increased the carbon flux towards the 2,3-BD(−)branch. These genetic manipulations, accompanied by three-stage dissolved oxygen control and two-stage pH control, led to a significant increase in 2,3-BD titer (102.3 g/L).
Employing the same strain B. amyloliquefaciens B10-127 for glucose fermentation, Yang et al. [105] increased NADH/NAD+ ratio using another approach, by the complex effect of the over-production of glyceraldehyde-3-phosphate dehydrogenase (GAPDH) and NADH-dependent BDH. NAD + -dependent GAPDH-catalyzed reaction is coupled with reduction of NAD + to NADH, while the conversion of acetoin to 2,3-BD by BDH is concomitant with oxidation of NADH to NAD + . That is why GAPDH excess increased 2,3-BD by 12.7%, and decreased acetoin yield by 44.3%. By its side, BDH excess increased 2,3-BD yield by 16.6%. Moreover, the fermentation was accelerated, and the overall process time was reduced. Thus, the final fed-batch fermentation yielded 132.9 g/L 2,3-BD in 45 h.
Białkowska et al. [103] tried to intensify the production of 2,3-BD B. subtilis by homologous overexpression of bdhA and heterologous expression of vhb gene encoding bacterial hemoglobin in Vitreoscilla stercoraria. The recombinant LOCK 1086 did not display higher productivity in flasks, however, the fed-batch processes were successful and reached 75.73 g/L 2,3-BD concentration.

Engineered Producers of Acetoin
When the goal is to produce the maximum amount of acetoin, the redox balance of the cell should be shifted exactly the opposite i.e., to NADH/NAD+ ratio reduction. In this way, Bao et al. [108] developed B. subtilis 168 derivate for high acetoin production with NAD + regeneration system through homologous co-expression of 2,3-BDH and NADH oxidase. This decreased intracellular NADH concentration and NADH/NAD + ratio and in the batch process, the recombinant produced 91.8 g/L acetoin. Another attempt of manipulation of the NADH levels in B. subtilis for high acetoin yield was performed by Zhang et al. [109] by deletion of bdhA and moderate overexpression of yodC gene encoding NADH oxidase. Thus, 2,3-BD decreased by 92.3%, while acetoin productivity reached 0.639 g/L/h (Table 4). The deletion of (R,R)-2,3-BD dehydrogenase gene bdhA of B. subtilis 168 enhanced four-fold the acetoin synthesis by the recombinant variant reaching 24.6 g/L [110]. The amount of 2.4 g/L of meso-2,3-BD from 100 g/L glucose indicated that the bdhA gene was the only gene responsible for (2R,3R)-2,3-BD synthesis. A similar approach was applied by Liu et al. [111] for high acetoin production by engineered B. licheniformis WX-02. Further, two-and three-genes deletion mutants were developed, as the highest acetoin was obtained by the recombinant WX-02∆budC∆acoR. In optimized fed-batch fermentation, by the use of the latter, 110.04 g/L 2,3-BD was accumulated and then converted to 78.79 g/L acetoin.
For enhanced acetoin production from lignocellulosic sugars, Zhang et al. [8] used recombinant B. subtilis 168 ARSRCP∆acoA∆bdhA strain, which was able to use xylose. This strain was engineered to produce acetoin from glucose, xylose, and arabinose mixtures by cloning of araE, xylA, and xylB encoding sugar transport protein, xylose isomerase, and xylulokinase in E. coli. The recombinant strain simultaneously utilized glucose, xylose, and arabinose, and produced 62.2 g/L acetoin from mixed sugars (fed-batch process), and 11.2 g/L acetoin from lignocellulosic hydrolysate fermentation in flasks. Zhang et al. [112] reported that moderate enhancement of alsR expression under P bdhA promoter control significantly improves the acetoin production in B. subtilis. This was due to the two-fold increase in the activities of α-acetolactate synthase (ALS) and α-acetolactate decarboxylase and yielded 41.5 g/L of acetoin.
Some B. subtilis acetoin overproducers were selected after chemical or UV mutagenesis. The mutants fulfilled the requirements, although the genetic basis of these properties was not elucidated. Such a mutant is TH-49, which reached a yield of 56.9 g/L acetoin in 100 L fermentation of glucose [114]. Other such examples are B. subtilis JNA-UD(−)6 that derives from UV-light and diethyl sulfate-treated JNA 3-10, which was selected by a deficiency in BDH [115], and IPE5-4-UD(−)4, which acquired the ability to ferment simultaneously glucose and xylose to high acetoin concentrations, converting lignocellulose hydrolysates [116].
B. amyloliquefaciens E-11 mutant was selected after adaptive evolution by acetoin stress of parental strain FMME044. In comparison with the parent, the accumulated mutations resulted in a higher unsaturated fatty acid content and a lower unsaturated fatty acid content. E-11 was able to resist 80 g/L acetoin and possessed a 2,5-fold higher growth rate compared to its parent [117].

Substrates
An important advantage of bacilli is the wide range of substrates they can convert. Because substrate costs account for the largest share of production costs, bioprocesses based on renewable, non-food, and cheaper sources are being sought. A decade ago, Ji et al. [22] classified the cheap alternative substrates for 2,3-BD production as two types: non-cellulosic and lignocellulosic. In the first category fall the raw material or hydrolysates of plants containing sucrose (sugar cane and beet), starch, and inulin (chicory and Jerusalem artichoke).
A total of two recent reports revealed the high potential of sucrose for 2,3-BD production by B. subtilis. Wang et al. [58] fermented sucrose using B. subtilis strain SC13 and reached 132.4 g/L 2,3-BD, with a productivity of 2.45 g/L/h, and yield of 0.45 g/g in fed-batch process. Feng et al. [118] developed four combinations of heterologous sucrose utilization pathways and introduced them into two different B. subtilis strains for successful conversion of sucrose and sugar cane juice into 2,3-BD.
Both raw and decolored molasses are widely employed in 2,3-BD fermentations by all bacilli. B. subtilis strains CICC10025 [97], engineered 1A1 [119], and DL01 [98] yielded between 35 and 65 g/L 2,3-BD from molasses. B. amyloliquefaciens TUL 322 also fermented molasses to 25.3 g/L 2,3-BD but this strain needed some glucose feeding for better results [120]. A higher concentration (75 g/L) was obtained by B. subtilis strain TUL 322 [121], in a medium containing sugar beet molasses in a course of a fed-batch process with four glucose additions.
A series of experiments devoted to apple pomace as a substrate were performed, but for effective 2,3-BD production, glucose addition was needed. B. subtilis TUL 322, with substrate apple pomace hydrolysate, needed three glucose feedings to produce 51 g/L 2,3-BD [121]. The more potent B. licheniformis NCIMB 8059 yielded 113 g/L 2,3-BD at the same conditions [89]. In a medium based on the apple pomace hydrolysate with three feedings with sucrose, the recombinant B. subtilis LOCK 1086 produced 51.53 g/L 2,3-BD (with a productivity of 0.43 g/L/h) [103].
The techno-economical evaluation of 2,3-BD production by Koutinas et al. [122] showed that among the three most promising substrates for the industrial production of 2,3-BD, glycerol is the most profitable, followed by molasses and sucrose. Although the highest yields are obtained from sucrose and molasses, the minimum selling price of 2,3-BD produced from glycerol is lower, because of the low glycerol price.
A substrate combination of molasses (15%) with biodiesel-derived glycerol (80%) appeared to be very promising for 2,3-BD production by B. amyloliquefaciens. Beet molasses as a co-substrate stimulated 2,3-BD production and reduced the duration of fermentation to reach the productivity of 0.87 g/L/h. From this substrate, a very high titer of 2,3-BD (102.3 g/L) was obtained by an engineered B. amyloliquefaciens strain [104]. Hence, other new-isolated strains that can convert glycerol as sole carbon source into 2,3-BD, such as B. subtilis 35 [69], may be also promising for 2,3-BD synthesis in future experiments.
Cellulose and lignocellulose containing plant biomass is a renewable, abundant, environmentally friendly, sustainable carbon feedstock for microbial biorefinery. Agroindustrial residues typically contain a mix of both, for example, corncob, cereals, and potato wastes contain cellulose and residual starch; sugar beet, sugar cane, fruits, and vegetables are rich in sucrose and fructans. The wheat straw, barley hull, rice husks, oat, ray, and sorghum straw, corn stover, sugarcane bagasse, and wood are composed of 30-50% cellulose, 16-28% hemicellulose, and 6-12% lignin [69]. Several processes for 2,3-BD and acetoin production using hydrolysates have been reported. The thermophilic strain B. licheniformis X10 effectively converted lignocellulose hydrolysates to 2,3-BD [73]. Batch fermentation with corn stover hydrolyzate as a substrate reached a titer of 74.0 g/L 2,3-BD, with a productivity of 2.1 g/L/h. Furthermore, X10 had a high tolerance to the toxic compounds of lignocellulose hydrolysis such as furfural and vanillin, and the fermentation by-products such as formic and acetic acids.
From alkali-pretreated corncob, the thermotolerant (52 • C) acetoin producer B. subtilis IPE5-4 produced 22.76 g/L acetoin, with a yield of 0.46 g/g and productivity 0.38 g/L/h [116]. This is by far the highest acetoin yield from lignocellulosic biomass in a process of simultaneous (enzymatic) saccharification and fermentation.
Hence, the attempts to develop bioprocesses for direct microbial conversion of plant biomass into 2,3-BD and acetoin by genetic improvement of strains are worthy and prospective. For example, Liu et al. [131] cloned and expressed several clostridial genes encoding cellobiohydrolases in B. subtilis strains. Later, the genes encoding cellulases cel8A and cel48S of Acetivibrio thermocellus were cloned and expressed in 2,3-BD producers B. licheniformis 24 and B. velesensis 5RB [132]. However, despite successful expression and high cellulase activity, the accumulation of fermentable sugars was not observed in these studies.

Medium Content
In addition to the carbon source, the nitrogen source is crucially important for the microbial synthesis of high amounts of 2,3-BD and acetoin. Tryptone, peptone, yeast extract, corn steep liquor (or powder), casamino acids, urea, and ammonium salts are known to highly improve the yield [9,22,60,61]. That was why Häßler et al. [62] added up to 60 g/L yeast extract in the medium for 2,3-BD synthesis by P. polymyxa. Later, Okonkwo et al. [61] assessed the impact of tryptone and yeast extract and showed that concentrations above 5 g/L may not engender a further increase in 2,3-BD production by this species. However, concerning B. licheniformis, the estimated optimal values were 13.38 g/L yeast extract and 6.41 g/L tryptone [67]. Corn steep liquor was frequently applied as an inexpensive organic nitrogen source [104], however, its addition is less suitable than yeast extract for 2,3-BD yield by B. licheniformis [67,75]. Taking into account the high price of yeast extract, it should be replaced by raw materials in industrial-scale fermentation [11,28]. Xiao et al. [97] estimated that molasses and soybean meal hydrolysate are more productive than pure sucrose and yeast extract plus peptone in acetoin fermentation by B. subtilis.

Process Parameters
A total of three modes of process performance are applied for bacilli: flask-batch, batch, and fed-batch, which can overcome the inhibition of the process by the high substrate concentrations. The most influencing process parameters are temperature, pH of the media, aeration rate, and agitation speed, as the last two are crucial for acetoin/2,3-BD production ratio and are an object of optimization most frequently (Table 5).

Temperature
The optimal temperature for acetoin/2,3-BD production is strain-dependent, although the species-specific characteristics should also be taken into account. For most producers of B. subtilis and B. amyloliquefaciens, the optimal temperature is usually around 37 • C. In most cases, using producers of these two species, this temperature is accepted to be optimal without being an object of optimization. In one of the few optimizations performed, Yang et al. [63] reported that the optimal temperature of B. amyloliquefaciens strain B10-127 for 2,3-BD production is 37 • C, using an experimental range from 25 to 40 • C. At 40 • C, the obtained titer 2,3-BD is slightly lower than the maximum (57.4 vs. 59.1 g/L at 37 • C). Similarly, in the studied range 25-40 • C, the strain B. subtilis JNA 3-10 produced acetoin with maximum titer and yield at 37 • C [7]. However, detailed monitoring of the effect of the temperature revealed that some strains of B. subtilis and B. amyloliquefaciens possess a higher temperature optimum for 2,3-BD and acetoin production. For example, the strain B. amyloliquefaciens 18025 produced 2,3-BD with a maximum titer, yield, and productivity at 40 • C, when the range between 27 and 44 • C was tested [78]. Likewise, when the fermentations were performed in the range between 20 • C and 50 • C, B. subtilis 168 displayed the highest conversion rate of 2,3-BD to acetoin at 40 • C [108]. When B. licheniformis is employed, the optimal temperature for 2,3-BD or acetoin production varies in a wide range from 30 to 50 • C, depending on the specificity of the strain used [70], (Table 6). When glucose to acetoin is converted by the strain B. licheniformis MEL09, it was shown that temperature has no significant effect on the process between 34 • C and 40 • C [35]. However, the temperature appeared to be a significant factor in starch hydrolysate conversion into 2,3-BD by B. licheniformis NCIMB 8059. In this case, a maximum 2,3-BD concentration was obtained at 37 • C [68].
The temperature was also the object of optimization of glucose fermentation to 2,3-BD by B. licheniformis 24 [67]. The statistical analysis of the experimental results showed that a maximum 2,3-BD titer should be obtained at 37.8 • C. However, higher temperatures accelerate glucose consumption rate and 2,3-BD productivity, respectively. Thus, maximum productivity can be obtained at temperatures ≥ 39 • C [67]. On the other hand, there are many thermophilic B. licheniformis strains among the best 2,3-BD producers. Strains such as B. licheniformis ATCC 14,580 [88], 10-1-A [70], X10 [73], and BL1 [135], all have a temperature optimum of 50 • C for 2,3-BD production. Curiously, the highest 2,3-BD concentration obtained to date by Bacillus spp. (144.7 g/L from glucose) is received by B. licheniformis DSM 8785 at 30 • C [12]. Using P. polymyxa DSM 365, Okonkwo et al. [61] optimized the temperature as a factor in the Box-Behnken design during the process of glucose conversion into 2,3-BD. The optimal value appeared to be 35 • C. Significant quantities of acetoin from glucose [100] and 2,3-BD from corn stover hydrolysate [95] were received by the cultivation of P. polymyxa strains at 37 • C. Dias et al. [96] cultivated P. brasilensis at 32 • C for 2,3-BD production from glucose.

pH
When bacilli are employed for 2,3-BD production, a proper pH control taking into account their distinguishing characteristics should comply. The opposite of Enterobacteriaceae producers, in acetoin/2,3-BD fermentation, Bacillus spp. form organic acids in relatively low quantities. Thus, when pH is not controlled, its changes are limited and follow subsequent periods of decrease and increase. Hereof, depending on the specificity of the strain and its by-products formation, in many fermentations, the pH is not necessary to be maintained during the process, which is an important advantage of the Bacillus producers. In these cases, only initial pH is determined, as its value is the object of optimization and maintenance during the process. In such optimization for acetoin production from glucose by B. licheniformis MEL09, in the tested range of initial pH from 6.0 to 8.5, the optimal initial pH was determined to be 6.5 [35]. The same was the optimal initial pH for 2,3-BD production from glucose by B. amyloliquefaciens B 10-127 [63]. In other studies, when fermentations without pH control have been conducted, the most frequently used initial pH was 6.5 [98], or 7.0 [2,97] for acetoin production, and 6.5 [103,105] for 2,3-BD production, with no species specificity.
In pH-controlled fermentation, the optimal control values of pH are strain-dependent and if the maximum concentration of the product is intended, they varied from pH 6.0 to 7.0. At pH ≥ 7.0 the metabolic pathway shifts to acids production and the yields of both acetoin and 2,3-BD sharply decreased, while at pH ≤ 6.0 the substrate conversion was slow, reflecting on reduced productivity [9,67,86]. Raspoet et al. investigated the effect of pH on ten B. licheniformis strains and found out that eight of them produced a maximum 2,3-BD from glucose at pH 6.0, and the other two produced equal amounts at pH 6.0 and 6.5 [86]. The maximum 2,3-BD titer, yield, and productivity obtained by B. licheniformis 10-1-A from glucose were at pH 7.0. The highest acetoin titer also was achieved at pH 7.0 [70].
It remains unclear whether pH has an impact on the 2,3-BD/acetoin production ratio or not. Bao et al. [108] investigated the process of 2,3-BD conversion to acetoin using an engineered strain of B. subtilis. The authors found out that BDH (acetoin reductase/butanediol dehydrogenase), possessing reversible activities, has different pH optima for oxidation (pH 8.5) and reduction (pH 6.5). Thus, the strain showed the highest conversion rate of 2,3-BD to acetoin at pH 8.5 [108]. This effect of pH on the acetoin reductase activity was confirmed later for B. amyloliquefaciens B10-127 [104]. However, in the process of sugar conversion to acetoin and 2,3-BD, the highest amounts of both products were obtained at equal [70], or close [78] values of pH. Using B. amyloliquefaciens 18,025 in the process of bioconversion of VHP cane sugar, Maina et al. [78] noticed that at a certain aeration mode (k L a = 49 h −1 ) maximum D(−)2,3-BD was formed at pH 6.0 (32.3 g/L), but the highest acetoin titer was reached at pH 6.4 (8.5 g/L). However, at higher levels of aeration, when acetoin is the main product, the highest titer, yield, and productivity of acetoin was observed at pH 6.0. This indicates that pH and aeration are most likely interdependent parameters.

Aeration
Aeration is the crucial parameter determining the acetoin/2,3-BD production ratio. In the same manner as all producers of 2,3-BD, Bacillus spp. can obtain energy by two different pathways, fermentation and respiration [22], and metabolites formation depends on the relative activity of both pathways [78]. The high oxygen supply favors respiration, and in conditions with an excess of oxygen, the carbon flux is mainly channeled toward cell mass formation [136], resulting in a low yield of fermented products. On the opposite, in conditions with a lack of oxygen, cell mass is insufficient, which results in slow carbon consumption and low productivity.
Thus, for effective production of acetoin and 2,3-BD, both pathways should work simultaneously, in a proportion determined by the product specificity. Because the reduction of acetoin to 2,3-BD by BDH requires simultaneous oxidation of NADH to NAD+, NADH availability is essential for 2,3-BD formation. Under conditions of oxygen excess, through the oxidative phosphorylation more NADH is converted to NAD+, which hampers 2,3-BD production at the expense of acetoin accumulation [78]. Thus, acetoin appears to be a more aerobic product than 2,3-BD. Using B. subtilis culture, Moes et al. [90] found that, at a level of dissolved oxygen (DO) more than 100 ppb, acetoin is mainly accumulated, and vice versa, when DO is below 100 ppb-2,3-BD production is predominant. The required DO level can be obtained by manipulation of aeration flow rate or agitation speed. On the other hand, oxygen demand depends on the specificity of the producer, hence, aeration is generally an object of optimization to ensure effective production.
To provide optimal aeration, the most usual optimized process parameters are aeration flow rate and agitation speed (Tables 5 and 6). Wang et al. [58] optimized both aeration flow rate and agitation speed in batch processes of sucrose utilization by B. subtilis CS13. They found that maximum acetoin and 2,3-BD are produced at aeration rates of 2 vvm and 1 vvm, respectively. For both products, the optimal was agitation speed of 500 rpm [58]. In the process of glucose conversion by B. amyloliquefaciens FMME044, using an aeration rate of 1 vvm at different agitation speeds was found that 300 rpm is optimal for 2,3-BD, and 400 rpm-for acetoin production [64]. Similarly, in glucose conversion by P. polymyxa CS107 at 0.5 vvm, 400 rpm is the optimal agitation for 2,3-BD, and 500 rpm-for acetoin production [100].
It is clear from all indicated optimizations so far, that acetoin production is maximized at higher aerations level than 2,3-BD for any organism used. However, in the course of fermentation, DO level is not constant. As a rule, DO sharply drops in the first few hours and slowly increases when the culture is exhausted [67]. This also affects the production of acetoin and 2,3-BD. On the other hand, when maximum 2,3-BD production is desired, at the beginning of the process more oxygen is needed for biomass formation, followed by a period with less oxygen for product formation.
Based on these presumptions, for an additional increase in product formation, twostage or three-stage aeration strategies are applied. For 2,3-BD production from glucose by strain B. licheniformis 10-1-A, using aeration of 1 vvm, agitation rate was kept at 400 rpm for the first 10 h, and 200 rpm from then to the end of the process. Thus, 115.7 g/L 2,3-BD was obtained [70]. Yang et al. [104] used a three-stage aeration strategy for 2,3-BD production from a mix of glycerol and molasses by B. amyloliquefaciens B10-127. Agitation was kept consistently at 350 rpm (0-10 h), 400 rpm (5-22 h), and 350 rpm (22-88 h). Song et al. [75] applied two-stage agitation control for 2,3-BD production from glucose by B. licheniformis GSC3102. At this aeration strategy, the agitation rate was changed from 500 to 400 rpm when acetoin concentration passes over 10 g/L. To obtain maximum acetoin concentration from sugarcane molasses by B. subtilis DL01, Dai et al. [98] used three-stage aerationagitation rate of 200 rpm (0-6 h), 300 rpm (6-24 h), and 350 rpm (after 24 h). The maximum obtained acetoin was 61.2 g/L.
Optimizations of aeration and agitation rates have the disadvantage that they apply only to the specific apparatus. Therefore, to obtain more information about the process, control of DO levels (%) or k L a (volumetric oxygen transfer coefficient, h −1 ) can be applied. As it was mentioned, during acetoin and 2,3-BD production from bakery waste hydrolysate, Maina et al. [5] found that for optimal acetoin formation, k L a = 203 h −1 (corresponding to 1 vvm and 600 rpm), while the optimal for 2,3-BD production is a far lower value of k L a-64 h −1 (corresponding to 1 vvm and 300 rpm). Similarly, in the process of sugarcane molasses conversion, for optimal acetoin production, k L a = 104 h −1 , and for 2,3-BD production, k L a = 30 h −1 [78].

By-Products Reduction Strategies
The techno-economic evaluation of the production of acetoin and 2,3-BD reveals that efficiency of fermentation is the most important factor in the industry, followed by the process of separation and purification [137,138]. Industrial feasibility depends on the high titer of the target metabolite and the reduced concentration of the by-products. Because acetoin is a precursor to 2,3-BD, both metabolites present in all processes performed with bacilli. As already noted above, the directing of the production towards 2,3-BD or acetoin can be conducted by fine-tuning the process parameters, with aeration and agitation being of the utmost importance. EPS synthesis was successively diminished by optimization of the medium content [61]. As for strategies to reduce other by-products such as acetate, lactate, and succinate, this is often performed through genetic engineering improvement of Bacillus spp. producers. For example, Yang et al. achieved significant reduction of by-products formed by B. amyloliquefaciens B10-127 after over-expression of glyceraldehyde-3-phosphate dehydrogenase and NADH-dependent 2,3-BDH. The simultaneous action of these enzymes redistributed glucose flux, decreasing molar yields of unwanted byproducts acetoin, lactate, and succinate by 80.8%, 33.3% and 39.5%, compared to the parent strain [105]. To decrease the accumulation of acetate and L-lactate by B. subtilis 168, Fu et al. disrupted both pta (coding phosphate acetyltransferase) and ldh (coding L-lactate dehydrogenase) genes in the genome of the strain [139]. The absence of pta gene resulted in less acetate and succinate accumulation. The deletion of ldh gene did not affect the metabolic flux in 2,3-BD pathway directly, but increased the NADH/NAD+ ratio, which is the key factor for 2,3-BD production. The deletion of ldh gene in B. licheniformis BL1 fully eliminated the lactate production [135]. The deletion of acoA (encoding acetoin dehydrogenase E1 component) in B. subtilis reduced acetate synthesis and increased acetoin concentration [11,139].

Conclusions
The two most important factors influencing the successful application of the microbial process on an industrial scale are: the cost of the carbon source in the composition of the fermentation medium, and the stability and safety of the microbial producer. In both respects, the GRAS producers of acetoin and 2,3-BD belonging to Bacillus and Penibacillus genera are promising. In addition to their non-pathogenic nature, another important property of bacilli is that they can synthesize pure stereoisomers of 2,3-BD and acetoin that can be used in chiral chemical syntheses. Another advantage of bacilli is their ability to convert raw, cheap, and waste substrates, including plant biomass, which makes the processes cost-effective and a good basis for the development of biotechnology. Finally, Bacillus spp. are highly tolerant to 2,3BD and acetoin, which allows greater production. Advances in mathematical and statistical methods for modeling and analyzing processes have led to the development of highly efficient fermentations, almost reaching the limits of process optimization. Therefore, a further impetus to increase the production of 2,3-BD and acetoin will be devoted to the genetic improvement of the strains through genetic and metabolic engineering.
Author Contributions: Conceptualization, K.P.; writing-original draft preparation, review and editing, K.P. and P.P. All authors have read and agreed to the published version of the manuscript.