Statistical optimization of lactic acid production by Lactobacillus pentosus using hemicellulose hydrolysate from sugarcane bagasse

Optimización estadística de la producción de ácido láctico mediante Lactobacillus pentosus usando hidrolizado hemicelulósico proveniente de bagazo de caña de azúcar

Daiana Wischral
Federal University of Rio de Janeiro, Brasil. Laboratories of Bioprocess
Development, School of Chemistry, Department of Biochemical Engineering
daianawischral@gmail.com

Johanna Méndez Arias
Universidad de Costa Rica, Costa Rica. Instituto de Investigaciones en Ingeniería,
Escuela Ingeniería Industrial

Nei Pereira Jr
Federal University of Rio de Janeiro, Brasil. Laboratories of Bioprocess
Development, School of Chemistry, Department of Biochemical Engineering

Recibido: 31 de mayo 2018 Aceptado: 17 de octubre 2018

_________________________________________________

Abstract

The present work reports investigation of hemicellulose hydrolysate from sugarcane bagasse as a sole carbon source for lactic acid production by Lactobacillus pentosus ATCC 8041. Initially, sugarcane bagasse was pretreated with acid in a solid:liquid ratio of 1:2.8 (1 g of bagasse: 2.8 mL of sulfuric acid solution 1 % v/v) at a temperature of 121 °C for 27 min. Then, concentration of both the hemicellulose hydrolysate and the yeast extract in MRS medium were optimized using Response Surface Methodology through software STATISTICA 6.0. Once the optimal conditions (40 % of hemicellulose hydrolysate and 5 g/L of yeast extract) were validated, fermentations were carried out in anaerobic conditions at 37 °C and 120 rpm. After 48 h, 19.17 g/L of lactic acid were produced, with yield of 0.80 g/g, corresponding to a volumetric productivity 0.40 g/Lh. Findings of this work demonstrate that hemicellulose hydrolysate from sugarcane bagasse is a promising carbon source for lactic acid production.

Keywords:

Lignocellulosic biomass, acid pretreatment, Lactobacillus pentosus ATCC 8041, lactic acid, statistical optimization.

Resumen

El presente trabajo reporta la investigación del uso de hidrolizado hemicelulósico, proveniente de bagazo de caña de azúcar, como única fuente de carbono para la producción de ácido láctico mediante Lactobacillus pentosus ATCC 8041. Inicialmente, el bagazo de caña fue pretratado con ácido en una relación sólido líquido de 1:2.8 (1 g de bagazo: 2.8 mL de ácido sulfúrico al 1 % v/v) y a una temperatura de 121 °C por 27 min. Luego, tanto la concentración del hidrolizado hemicelulósico como del extracto de levadura en medio MRS fueron optimizadas empleando Metodología de Superficie de Respuesta mediante el software STATISTICA 6.0. Una vez que las condiciones óptimas fueron validadas (40 % de hidrolizado hemicelulósico y 5 g/L de extracto de levadura), se realizaron fermentaciones en condiciones anaeróbicas a 37°C y 120 rpm. Después de 48 h se produjeron 19.17 g/L de ácido láctico, rendimiento de 0.80 g/g, correspondientes a una productividad volumétrica de 0.40 g/Lh. Los resultados de este trabajo demuestran que el hidrolizado hemicelulósico de bagazo de caña de azúcar es una fuente de carbono prometedora para la producción de ácido láctico.

Palabras clave:

Biomasa lignocelulósica, pretratamiento ácido, Lactobacillus pentosus ATCC8041, ácido láctico, optimización estadística.

1. INTRODUCTION

Lignocellulosic materials are a natural and renewable source of feedstock that can be used for production of more value-added products. However, prior to their use, these materials must be deconstructed in its main components (cellulose, hemicellulose and lignin) in a step known as pretreatment. Thus, pretreatment can be physical, chemical, biological, or a combination of them (Hendriks & Zeeman, 2009; Kumar, Barrett, Delwiche, & Stroeve, 2009; Amin et al. 2017; Liu et al., 2018).

When lignocellulosic materials undergo through acid pretreatment, which uses dilute acid, a fraction rich in xylose, named hemicellulose hydrolysate (HH), is obtained. However, despite being a monosaccharide, xylose fermentation is more difficult when compared to glucose’s, since fewer microorganisms have the ability to assimilate it. Another obstacle concerning use of hemicellulose hydrolysate is related to the presence of metabolic inhibitors, such as furfural, 5-hydroxymethylfurfural (HMF) and acetic acid, which are formed during pretreatment (Deshavath et al., 2017; Kumar, Barrett, Delwiche, & Stroeve, 2009; Gonzales, Sivagurunathan, & Kim, 2016) use of HH, and its further conversion to value-added products, is the objective of many researches in the area.

The valorization of lignocellulosic agrowastes as well as food industry by-products for production of lactic acid will solve their disposal problem, environmental issues and eliminate dependence on petrochemical compounds (Pejin et al. 2018). Lactic acid presents numerous applications in food, pharmaceutical, and textile industry. Moreover, it is widely used for production of biodegradable plastics. Traditionally, it is obtained through glucose fermentation using Lactobacillus sp bacteria, which, in their majority, are not able to assimilate pentoses. Likewise, the use of hemicellulose hydrolysate still requires additional studies for better understanding how its composition affects fermentation, since interaction between microorganism and carbon source is one of the main factors to be studied while aiming at a feasible process (Garde, Jonsson, Schmidt, & Ahring, 2002; Patel, Ou, Ingram, & Shanmugam, 2004; Abdel-Rahman, Tashiro, & Sonomoto, 2011; Es et al., 2018).

According to De Oliveira, Komesu, Rossell & Maciel Filho, (2018), the xylose assimilation pathways allowing pentose sugars to be consumed by pentose phosphate pathway (homolactic) or phosphoketolase pathway (heterolactic). The theoretical value of the lactic acid production by pentose molecule is 1.67 in homolactic fermentations (3 xylose molecules to generate 5 molecules of lactic acid). In heterolactic fermentations, the theoretical value of the lactic acid production by pentose molecule is 1.00 (3 xylose molecules to generate 5 molecules of lactic acid and 3 molecules of acetate).

Lactic acid is an already consolidated bioproduct in the world market. It has many applications and new applications are being discovered every year, especially in chemical industries as a building-block molecule. The lactic acid market is in constant growth and the fact that the final products are able to comply with environmental laws as green, renewable and biodegradable products contributes to the tendency of continuous growth in the next few years. The global lactic acid market required 1 220.0 kt in 2016. With annual growth of 16.2 %, it is expected that this demand will reach 1 960.1 kt in 2025. This should represent USD 9.8 billion in the global market (De Oliveira, Komesu, Rossell & Maciel Filho, 2018).

Hence, the present work reports the investigation of hemicellulose hydrolysate from sugarcane bagasse as the sole carbon source for lactic acid production by
Lactobacillus pentosus ATCC 8041.

2. METHODOLOGY

2.1 Pretreatment of biomass

Acid pretreatment of sugarcane bagasse was performed in a solid: liquid ratio of 1:2.8 (1 g of bagasse: 2.8 mL of sulfuric acid solution 1 % v/v) at a temperature of 121°C for 27 min, as previously described by Betancur & Pereira Jr. (2010). After this stage, a liquid fraction, corresponding to the hemicellulose hydrolysate (HH), was obtained. Then, this fraction had its pH adjusted to 6.5 (fermentation condition) through addition of CaCO3, and it was subjected to vacuum filtration.

2.2 Strain and culture media

Lactobacillus pentosus ATCC 8041 was obtained from American Type Culture Collection (ATCC). It was used for evaluation of both xylose consumption and lactic acid production. Culture media applied in this work were based on Man, Rogosa, Sharpe medium (MRS), traditionally used for Lactobacillus sp fermentations: 10 g/L peptone,
10 g/L beef extract, 1 ml/L tween 80, 2 g/L ammonium citrate, 5 g/L sodium citrate,
0.1 g/L MgSO
4, 0.05 g/L MnSO4 and 2 g/L K2HPO4. The amounts of HH and yeast extract in the culture media variated according to design experimental using Central Composite Rotatable Design (CCRD) methodology (Table 1). Fermentations were performed in 100 mL serum bottles, with 50 mL of reaction volume, at 180 rpm during 48 hrs and at initial pH of 6.5, without pH control during fermentations. All of culture medium were sparged with nitrogen during 10 min, with the purpose of achieving anaerobic conditions, and sterilized (121°C for 20 min) before inoculation.

Table 1. CCRD factors and levels for optimization of hemicellulose hydrolysate and yeast extract concentrations.

Factor

Axial

Minimum

Central Point

Maximun

Axial

-1.41

-1

0

+1

+1.41

HH (%) (v/v)

20

25

37.5

50

55

Yeast extract (g/L)

2

2.5

3.75

5.0

5.5


HH: Hemicellulose hydrolysate.

2.3 Optimization

Aiming at optimization of hemicellulose hydrolysate and yeast extract concentrations in culture media, a Central Composite Rotatable Design, along with Response Surface Methodology, was applied. Main goal was to maximize lactic acid production. Experimental design and its analyses were performed using software STATISTICA, version 6.0 (StatSoft, Inc.) including ANOVA. Impact and significance of each independent variable, their interactions, as well as the response variables were analyzed. Fit quality of the polynomial model was expressed thought coefficient R2, while results concerning experimental data were evaluated for a 95 % confidence interval (or p-value less than 0.05) and verified with the F-test, included in the same software. Minimum and maximum levels of the independent variables were coded as “−1” and “+1”, respectively, with three replicates in the central point, coded as “0”, and two axials points, coded “-1.41” and “+1.41”, as shown in Table 1.

2.4 Analytical methods

Glucose, xylose, lactic acid, acetic acid, 5-hydroxymethylfurfural, cellobiose and furfural concentrations were determined by HPLC (Shimadzu) at PL Hi-Plex column H 8 µm (300 x 7.7 mm), with 20 µL of injection volume, and H2SO4 0.005 mol/L as mobile phase at 0.6 mL/min, 60 °C, using RID and UV (210 nm) detectors. External standards were used for identification and quantification of peak areas.

3. RESULTS AND DISCUSSION

Composition of hemicellulose hydrolysate from sugarcane bagasse, after acid pretreatment, is shown in Table 2. Its main sugar is xylose, followed by glucose, which may come from heteropolymers that are present in the hemicellulose fraction. Due to the conditions at which this step is carried out, hydrolysis of the hemicellulose portion is favored over cellulose hydrolysis (Xavier, Coradini, Deckman, & Franco, 2017).

Table 2. Composition of hemicellulose hydrolysate from sugarcane bagasse after acid pretreatment.

Component

Concentration (g/L)

Glucose

3.9 ± 1.7

Xylose

55.3 ± 3.2

Cellobiose

2.3 ± 1.7

Acetic acid

12.1 ± 2.5

5-hydroxymethylfurfural (HMF)

0.06 ± 0.01

Furfural

0.19 ± 0.03


Acetic acid, furfural and HMF are also present in HH (Table 2). These substances are responsible for growth and metabolism inhibition of some microorganisms (Chandel, Singh, & Rao, 2010; Xavier, Coradini, Deckman & Franco, 2017). They are formed during hydrolysis of acetyl groups (acetic acid) and of pentoses and hexoses (furfural and HMF), caused by thermochemical degradation of both cellulose and hemicelluloses (Chandel, Da Silda, & Singh et al., 2011; Xavier, Coradini, Deckman & Franco, 2017).

Reducing levels of these toxic compounds is necessary for an efficient fermentation stage. For such, some well-known techniques are used; for example: acclimation steps, detoxification of HH or even metabolic and genetic engineering (Jönsson & Martín, 2016). These procedures, however, raise process costs, making it more difficult to have feasible technologies that use lignocellulosic materials as feedstock. Industrially, microorganisms that can assimilate pentoses and tolerate inhibitors are indicated for conversion of xylose into more value-added products (Garde, Jonsson, Schmidt & Ahring, 2002; Patel, Ou, Ingram & Shanmugam, 2004.

Therefore, the objective of this paper is to evaluate HH levels (% v/v) (carbon source) that bacteria L. pentosus ATCC 8041 can tolerate without affecting lactic acid production, nor requiring detoxification steps. Besides, paper also aims at determining optimal yeast extract concentration (nitrogen source). Since fermentation medium is rich in yeast extract (an expensive nutrient), and the main substrate (HH) is also present in high amounts, seeking for optimal levels of both could help in improve process efficiency and reducing process costs. Table 3 displays design matrix of the experiments, along with the results of lactic acid production for each point.

Table 3. Matrix of CCRD experimental design including results for lactic acid production after 48h.

Run

Hemicellulose hydrolysate

Yeast

extract

Lactic acid

(g/L)

1

-1

-1

14.14

2

1

-1

18.72

3

-1

1

16.03

4

1

1

18.95

5

-1.41

0

14.29

6

1.41

0

19.45

7

0

-1.41

17.65

8

0

1.41

18.75

9 (CP)

0

0

18.01

10 (CP)

0

0

17.61

11 (CP)

0

0

17.68


Analysis through ANOVA indicated the mathematical model and as well as statistical significance of each evaluated factor (independent variables) for a 95% confidence interval. These results are displayed in Table 4 and figure 1. In Table 4 it can be observed that linear variables corresponding to HH and yeast extract are statistically significant. With respect to quadratic variables, only the one associated to HH is significant, being it the most relevant variable regarding lactic acid production. Hence, the quadratic variable associated to the yeast extract is not included in the mathematical model (Equation 1). However, interaction between the two factors, which is marginally significant (0.06), is included.

Lactic acid (g/L)= 17.76 + 1.85*x - 0.59*x2 + 0.46*y - 0.41*x*y (1)

Where:

x Hemicellulose hydrolysate (%) (v/v)

y Yeast extract (g/L)

Table 4. Analysis of variance (ANOVA) for lactic acid production after 48h.

Factors

Sum of squares

GL

Median square

F

P

(1) Hydrolysate(L)

27.384

1

27.384

610.861

0.002

Hydrolysate (Q)

1.986

1

1.986

44.301

0.022

(2) Yeast extract (L)

1.693

1

1.693

37.759

0.025

Yeast extract (Q)

0.031

1

0.031

0.687

0.494

1L x 2L

0.684

1

0.684

15.260

0.060

lack of fit

0.715

3

0.238

5.319

0.162

Pure error

0.090

2

0.045

Total

32.932

10


The coefficient of determination (R2 = 0.975) indicates a high significance of the model, which is corroborated by a lack of fit that is not significant. Only 2.5 % of the total variance cannot be predicted by the model. Overall, these results indicate that model fits well experimental data.

Figure 1. Pareto chart for lactic acid production (CCRD design) by Lactobacillus pentosus.

Response Surface (figure 2), which relates the independent variables (HH and yeast extract concentrations) to the dependent variable (concentration of produced lactic acid), was obtained through model regression. For purposes of optimization, the following parameters were applied: increase of lactic acid concentration, increase of HH proportion with respect to culture medium and decrease in the levels of yeast extract. A proportion of 40 %, along with 5 g/L of yeast extract were indicated as the optimal conditions. These conditions were then validated and result is shown in Table 5.

Figure 2. Response Surface for lactic acid production after 48 h of fermentation
by Lactobacillus pentosus.

As it can be observed from Table 5, experimental result is within the predicted limits for a 95% confidence interval, which validates the mathematical model, as well as the optimization. Regarding lactic acid production, 19.17 g/L was produced in 48 h, with 0.80 g/g of yield and volumetric productivity of 0.40 g/(L·h). Moreover, 1 g/g is the maximum theoretical yield to lactic acid production from xylose, meaning the optimization in this work reach a fermentation efficiency of 80 % in serum bottle (De Oliveira, Komesu, Rossell & Maciel Filho, 2018). In addition, the presence of HMF, furfural, and acetic acid (from HH) did not inhibit production of lactic acid by L. pentosus ATCC 8041, so it was unnecessary to detoxify the HH prior to the fermentation step. Thus, results indicate that HH stands as potential carbon source with application in the industrial production of lactic acid.

Table 5. Validation of predicted model for lactic acid production after 48h
by
L. pentosus.

Factor

Limits

Predicted value

Experimental result

-95%

+95%

Lactic acid (g/L)

18.12

19.60

18.86

19.17 ± 1.88


Previously, Pejin et al. (2018) evaluated industrial by-products such as brewer’s spent grain (BSG) hydrolysate, malt rootlets extract (MRE) and soybean meal extract (SME) for L-(+) lactic acid production by L. rhamnosus ATCC 7469. They observed the addition of MRE and SME increased the concentration of free amino nitrogen (FAN) and essential minerals (Fe, Mg, Mn, and Zn), which had a positive effect on the fermentation. In batch fermentation, the highest lactic acid concentration (25.73 g/L), yield (86.31 %), and volumetric productivity (0.95 g/Lh), were obtained with the addition of 50% MRE.

Liu et al. (2018) investigated the utilization of other residue: cheese whey powder (CWP) by Lactobacillus bulgaricus CGMCC 16970. To fully utilize proteins in CWP, different proteases were selected to hydrolyze CWP, and the highest D-lactic acid concentration was obtained using neutral protease pretreated CPW as substrate. Then
70.70 g/L D-lactic acid with an average productivity of 1.47 g/Lh was obtained from batch fermentation in biorreactor with yeast extract supplementation.

According to Es et al. (2018), genetic and metabolic engineering and improving novel techniques such as cell recycle systems and simultaneous saccharification, will lead engineered microorganisms to produce lactic acid with increased concentration, yield, and productivity. Which corroborating with De Oliveira, Komesu, Rossell & Maciel Filho (2018), they said genetic engineering tools are developing quickly, focusing on creating more resistantand productive microorganisms. Lactic acid production promises to be one of the sectors with more innovation in the near future.

4. CONCLUSION

To sum up, at optimal conditions, after 48 h of fermentation 19.17 g/L of lactic acid were produced using hemicellulose hydrolysate as carbon source. This result corresponds to a volumetric productivity of 0.40 g/Lh and 80 % of fermentation efficiency. Hence, findings of this work demonstrate that hemicellulose hydrolysate, obtained from dilute acid pretreatment of sugarcane bagasse, is a promising carbon source for lactic acid production presenting efficient xylose consumption.

5. ACKNOWLEDGEMENTS

The authors would like to thank Universidad de Costa Rica for scholarship and other financial supports.

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