3.1 Bran hydrolysates characterization
Cereals and grain cultivation, such as corn, soybean, rice, and wheat, are global practices in the agricultural sector that generate a substantial number of by-products when processed on an industrial scale (Kaur et al., 2023). Therefore, it is essential to investigate the potential of agro-industrial by-products as low-cost sources of carbon and nutrients to obtain high-value-added products. Despite this potential, releasing sugars and nutrients from by-products biomass is necessary.
Initially, dilute-acid hydrolysis was applied to corn, soybean, rice, and wheat bran to release monomeric sugars, resulting in the production of corn bran hydrolysate (CBH), soybean bran hydrolysate (SBH), rice bran hydrolysate (RBH), and wheat bran hydrolysate (WBH). Dilute-acid hydrolysis is an efficient and well-established method for breaking down lignocellulosic and amylaceous materials due to its ability to penetrate plant cell walls and weaken the intermolecular bonds between cellulose, hemicellulose, and lignin, making sugars and nutrients in biomass more accessible for microbial consumption (Lv et al., 2024). These four hydrolysates are rich in pentoses, hexoses, proteins, and compounds that can inhibit microbial growth. It is suggested that the proportions of starch, cellulosic, and hemicellulosic fractions and the structural differences between each type of bran interfered with the sugar release during hydrolysis.
The sugar content (sum of glucose, xylose, and arabinose) ranged from 14 to 105 g/L in all hydrolysates, with CBH, SBH, RBH, and WBH containing 104.33 ± 0.36 g/L, 11.04 ± 0.34 g/L, 23.85 ± 0.45 g/L, and 43.37 ± 0.66 g/L, respectively. According to the literature, corn bran may contain approximately 12–77% carbohydrates, 11–32% starch, 10–28% cellulose, and 1–9% lignin (Philippini et al., 2021; Probst and Vadlani, 2015; Rose et al., 2010). The lower lignin content and higher carbohydrate, starch, and cellulose contents of corn bran likely contributed to the release of glucose during acid hydrolysis, resulting in a hexose-rich hydrolysate (Zhou et al., 2021).
To obtain comparative results on cell growth, sugar consumption, and biopigment production, the sugar content (sum of glucose, xylose, and arabinose) was adjusted to a range of 10–12 g/L by adding water in all four hydrolysates, which corresponds to the lowest sugar concentration found in SBH. The standardized bran hydrolysates were characterized for glucose, xylose, arabinose, total soluble protein content, and microbial growth-inhibiting compounds (organic acids, furan derivatives, and phenolics), as respective results presented in Fig. 1.
The standardized bran hydrolysates exhibited variation in glucose concentration, with CBH > RBH > SBH > WBH (Fig. 1a). In CBH, glucose was found at 10.85 ± 0.75 g/L, representing approximately 88% of sugar content (sum of glucose, xylose, and arabinose), with trace amounts of xylose and arabinose. Similarly, glucose was the main sugar in RBH and SBH, accounting for 63.7% and 49.7% of the sugar content, respectively, but displayed relatively smaller differences in glucose/xylose and glucose/arabinose ratios compared to CBH. Arabinose concentrations exceeded those of xylose in both RBH and SBH, with a more pronounced difference in SBH (32.1% arabinose and 18.0% xylose) than in RBH (20.9% arabinose and 15.3% xylose). In WBH, however, xylose was the primary sugar (4.07 ± 0.4 g/L) with similar concentrations of glucose, xylose, and arabinose and a higher xylose/glucose ratio compared to the other hydrolysates, which could be due to the higher hemicellulose content in wheat bran biomass (Ayadi et al., 2019).
Similar to the sugar profiles, the total soluble protein content in all hydrolysates varied in the order SBH > RBH > WBH > CBH (Fig. 1a). However, the ratio between the concentration of sugars (sum of glucose, xylose, and arabinose - carbon sources) and proteins (total soluble protein – nitrogen sources) in the standardized hydrolysates displayed relatively smaller variations between SBH (1.46 ± 0.50), WBH (2.16 ± 0.54), and RBH (1.99 ± 0.18), while CBH exhibited a higher carbohydrate/protein ratio (8.83 ± 0.89).
In addition to monomeric sugars, compounds that inhibit microbial growth and metabolism can also be formed during the hydrolysis of lignocellulosic and amylaceous biomass. For instance, acetic acid forms due to the deacetylation of acetylated pentosane and hydrolysis of the acetyl groups in hemicellulose (Świątek et al., 2020). At the same time, 5-HMF can form through a series of chemical reactions between cellulose and starch, including glucan hydrolysis, isomerization of glucose to fructose, and dehydration of fructose into HMF (Iris and Tsang, 2017; Zhao et al., 2019). Concerning standardized bran hydrolysates, SBH contained 80.50 ± 3.53 mg/L of acetic acid, which is about two-fold higher than the concentration presented in RBH and WBH (43.00 ± 3.46 and 37.66 ± 3.35 mg/L, respectively), and about six-times higher than CBH (12.50 ± 3.50 mg/L). Whereas, 5-HMF concentration ranged from 12 to 20 mg/L in SBH, RBH, WBH, and a trace concentration was found in CBH (0.57 ± 0.06 mg/L) (Fig. 1b).
Phenolic compounds can also be formed during the acid hydrolysis of lignocellulosic and amylaceous biomass from lignin degradation (Luo et al., 2021). Among phenolic compounds quantified in standardized bran hydrolysates, pyrocatechol was detected at higher levels in SBH (14.73 ± 0.31 mg/L), but not in CBH (Fig. 1c). Ferulic acid was present in all hydrolysates, ranging from 1.7 to 4.5 mg/L, with RBH containing the highest content (Fig. 1c). Vanillic acid, vanillin, and p-coumaric acid were present in minor concentrations in all hydrolysates, ranging from 0.4 to 1.8 mg/L, with SBH displaying the highest concentration. The concentration of inhibitory compounds in bran hydrolysates (shown in Figs. 1b and 1c) is influenced by the dilution required to standardize the sugar concentration to 10–12 g/L. The CBH was diluted with a larger volume of water due to its higher sugar concentration, resulting in a standardized hydrolysate with lower concentrations of inhibitory compounds.
Therefore, given that the composition of the growth medium can significantly impact the microbial growth rate, substrate consumption, and secondary metabolite production, these four standardized hydrolysates were evaluated as growth media for R. mucilaginosa yeast cells and carotenoid production.
3.2 Rhodotorula mucilaginosa cultivation and carotenoid production using standardized bran hydrolysates
3.2.1 Sugar consumption
R. mucilaginosa is known for assimilating different carbon sources (Hamidi et al., 2020). The consumption of glucose, xylose, and arabinose by the yeast R. mucilaginosa grown in standardized hydrolysates was evaluated (Fig. 2). Despite variations in consumption patterns based on hydrolysate composition, glucose was the first sugar consumed under all conditions. However, distinct observations were made for a specific case of CBH (Fig. 2a). Glucose was not entirely consumed after 72 h, as observed in experiments with the other hydrolysates. After 72 h of cultivation, there was still circa 3.0 g/L of glucose to be consumed. Moreover, arabinose remained unutilized, whereas xylose consumption occurred between 10 and 72 h (Fig. 2a). These results suggest that SBH, WBH, and RBH enable more efficient sugar consumption by yeast cells than CBH. In all three hydrolysates, R. mucilaginosa was shown to have the ability to fully consume glucose, xylose, and arabinose after 72h of cultivation.
Using WBH, as shown in Fig. 2d, glucose remained the preferred sugar, but xylose and arabinose metabolization began only after glucose was depleted (approximately 10 h of growth). In this case, xylose was consumed at a higher rate than arabinose. These differences in sugar consumption patterns may be attributed to variations in sugar concentration present in the hydrolysates, to their total soluble protein content, and the presence of microbial growth inhibitory compounds, all of which may influence yeast metabolism.
Indeed, the results demonstrated the capacity of R. mucilaginosa to metabolize multiple sugars found in amylaceous hydrolysates. These distinct sugar consumption patterns highlight the importance of carefully choosing suitable by-product-based growth media to optimize conditions for yeast cultivation and biopigment production, thereby enhancing the overall efficiency and bioprocess yield.
3.2.2 Cell biomass and carotenoid production
Similar to the variations in sugar consumption, differences in cell biomass and carotenoid production may occur due to hydrolysate compositions, which in turn influence growth and biomolecule production. Regarding the production of cellular biomass by R. mucilaginosa, similar patterns were observed when cultivated in the SBH, RBH, or WBH (Figs. 2b, 2c, and 2d, respectively). Using these three hydrolysates, the final cell biomass concentration ranged from 25 to 30 g/L, and the specific maximum growth rate (µmax.) was approximately 0.25 to 0.27 (h− 1) (Table 1). On the other hand, using CBH, the yeast exhibited a lower final cellular biomass production (9.75 g/L) and µmax. (0.16 h− 1). Furthermore, it was noted that the yeast growth in CBH slowed down after 10 h of cultivation compared to growth in the other standardized bran hydrolysates (Figure S1).
Regarding biopigment production, specific concentrations of total carotenoids exhibited the following pattern: RBH ≈ CBH > SBH ≈ WBH (Table 1). Nevertheless, considering the concentrations of total carotenoids per volume of the growth medium, the use of RBH and SBH proved to be more favorable, yielding 28.41 and 24.55 mgcarotenoids/Lgrowth medium, respectively, compared to WBH and CBH (Table 1). Although the specific concentration of total carotenoids was lower when using SBH (0.83 mgcarotenoids/gcells) compared to RBH (1.11 mgcarotenoids/gcells), the higher cell biomass production by the yeast R. mucilaginosa cultivated in SBH resulted in the second-highest concentration of total carotenoids per volume of growth medium under these conditions (Table 1). These findings suggest that, when cultivated in SBH, the yeast diverted more energy to metabolic pathways for cell biomass production, thereby reducing the energy available for biopigment synthesis.
Table 1
Cell biomass and carotenoid concentrations produced by yeast R. mucilaginosa cultivated in corn bran hydrolysate (CBH), soybean bran hydrolysate (SBH), rice bran hydrolysate (RBH), and wheat bran hydrolysate (WBH).
| | CBH | SBH | RBH | WBH |
|---|
Cell biomass concentration (g/L) | 9.75 ± 0.52 | 29.74 ± 0.18 | 25.69 ± 0.16 | 25.11 ± 0.78 |
µmax. (h− 1) | 0.16 ± 0.01 | 0.26 ± 0.02 | 0.27 ± 0.02 | 0.25 ± 0.04 |
Specific concentrations of total carotenoids (mgcarotenoids/gcells) | 1.08 ± 0.08 | 0.83 ± 0.09 | 1.11 ± 0.05 | 0.81 ± 0.08 |
Concentrations of total carotenoids per volume of growth medium (mgcarotenoids/Lgrowth medium) | 10.50 ± 0.31 | 24.55 ± 0.25 | 28.41 ± 0.23 | 20.28 ± 0.51 |
When CBH was employed, lower cell biomass production was observed (9.75 g/L) (Table 1). Although CBH allowed for achieving the second-highest specific concentrations of total carotenoids (1.08 mgcarotenoids/gcells), similar to values obtained using RBH, the total carotenoid concentration per volume of growth medium was comparatively lower compared to RBH. This reduction was due to the limited cell biomass production in CBH. In other words, despite the cells accumulating higher concentrations of total carotenoids, using CBH as a substrate may result in low productivity due to reduced cell biomass production - a critical factor for industrial bioprocess implementation.
The most promising results were obtained using RBH as substrate, in which the yeast produced 25.69 g/L of cell biomass and 1.11 mgcarotenoids/gcells, indicating balanced metabolic activities for both growth and biopigment production (Table 1). The highest concentration of total carotenoids per volume of growth medium was achieved using RBH (28.41 mgcarotenoids/Lgrowth medium), highlighting the potential of rice bran as a feedstock for biopigment production.
Despite the varying sugar metabolism, cellular biomass, and biopigment production of R. mucilaginosa, the feasibility of using different types of bran for biopigment production has been successfully demonstrated. Manimala and Murugesan (2017) previously evaluated various alternative biomass sources as substrates for carotenoid production by R. mucilaginosa, including rice bran and flour, wheat bran, coconut oil cake, sesame oil cake, tamarind seed powder, peanut oil cake, cassava bagasse, and sugarcane bagasse (Manimala and Murugesan, 2017). Using cassava bagasse yielded the highest carotenoid production, whereas other substrates like rice bran did not favor biopigment production (Manimala and Murugesan, 2017). In this study, rice bran in natura was mixed with a synthetic growth medium for subsequent submerged fermentation. When compared with our findings, the higher productivity using RBH as a growth medium suggests that the pre-treatment of rice bran with diluted acid, along with other by-products, may be crucial for the release of sugars, making them more accessible to microbial metabolism and, consequently, improving bioprocess productivity. Furthermore, dilute-acid hydrolysis allows the neutralized hydrolysate to be directly used in fermentation without additional steps for acid separation or recovery (Zhou et al., 2021). The strategy also avoids the need for medium detoxification or supplementation, reducing the use of extra reagents/nutrients and preventing the generation of waste or undesirable by-products. These modifications significantly improve the economic and environmental aspects associated with the process, enhancing its overall sustainability and the greenness of yeast-based biorefineries.
To further understand the influence of each hydrolysate on cell growth and biopigment production, these two parameters were plotted as a function of the total soluble protein content of hydrolysates and the carbon/nitrogen ratio of hydrolysates, respectively. As shown in Fig. 3a, a correlation was observed between the concentration of cellular biomass produced by R. mucilaginosa in the different hydrolysates and the total soluble protein content of the hydrolysates.
Considering that the sum of the main carbon sources (glucose, xylose, and arabinose) was standardized to 10–12 g/L in the four hydrolysates, the lower production of cellular biomass using CBH may be attributed to its lower nitrogen source (protein) concentration and, consequently, its high Ccarbohydrate/Nprotein rate. Varied levels of carbon and nitrogen sources can influence the carbon flux, potentially directing it away from biomass or carotenoid production (Gedela et al., 2023; Elfeky et al., 2019). Hydrolysates with Ccarbohydrate/Nprotein rates close to 2 (SBH, WBH, and RBH) exhibited higher carotenoid production than those with C/N ratios close to 8 (CBH) (Fig. 3b). It should be highlighted that achieving a balance between carotenoid production and microorganism growth is a key challenge in the biotechnological production of biopigments using yeast (Li et al., 2022). Under these conditions, RBH and SBH supported better cell growth and carotenoid production than the other hydrolysates. However, the use of RBH stands out because it enables a process with higher specific concentrations of total carotenoids than SBH.
In summary, these results demonstrate that R. mucilaginosa can grow and produce biopigments using CBH, SBH, RBH, and WBH as the sole nutritional source, without requiring additional detoxification steps or medium supplementation. This may increase the bioprocess costs, confirming the potential of these by-products for sustainable pigment biorefineries in the next generation.
3.3 Life cycle assessment
While life cycle assessments (LCA) are frequently conducted to evaluate the environmental impact of carotenoid production from microalgae, particularly for compounds like astaxanthin and β-carotene, studies focusing on producing yeast-derived carotenoids using renewable feedstocks remain limited (de Oliveira et al., 2024). A comprehensive LCA considering five impact categories (global warming, ozone formation – human health, terrestrial acidification, mineral resource scarcity, fossil resource scarcity) was conducted to compare four bioprocesses and to confirm the sustainability of converting agro-industrial by-products into hydrolysates for biopigment production in biorefineries.
This study evaluated four scenarios using different types of bran: corn, soybean, rice, and wheat. In each process, approximately 58 grams of bran were used. The bran underwent dilute-acid hydrolysis, yielding 300 mL of concentrated hydrolysate with varying total sugar content (sum of glucose, xylose, and arabinose). Following hydrolysis, the hydrolysates were standardized by adding water to ensure consistent sugar concentrations, after which they were used as a growth medium in fermentation processes. Before fermentation, R. mucilaginosa cells were activated in a pre-cultivation using YM medium and then concentrated by centrifugation. The standardized bran hydrolysates were subsequently inoculated with the activated yeast cells, and fermentation was conducted for 72 hours. The LCA results, expressed per mg of carotenoids, are shown in Fig. 4, enabling a direct comparison between CBH, SBH, RBH, and WBH.
Overall, the fermentation step had the most significant contribution to the environmental impacts in most categories, primarily due to the electricity consumed in this step. Our findings align with those of Mussagy et al. (2020), who reported that the fermentation stage was the main contributor to the environmental impacts in LCA of carotenoid production using R. glutinis (Mussagy et al., 2020). Despite the impact of the fermentation step, an exception was observed in mineral resource scarcity, where the main environmental hotspot was diluted acid hydrolysis, which is attributed to sulfuric acid consumption, impacting the availability of critical minerals like copper (Cu) and molybdenum (Mo). Bran production and cell activation also contribute up to approximately 30% in certain impact categories.
Among the scenarios, RBH demonstrated superior environmental performance across all impact categories. Despite not having the lowest impacts associated with hydrolysate preparation, RBH allows for the highest concentration of carotenoids per volume of growth medium. Consequently, this reduces the environmental impacts of fermentation - typically the largest contributor to the overall environmental impacts - and cell activation.
SBH and WBH exhibited intermediate environmental performance, with similar outcomes. However, in the mineral resource scarcity category, SBH performed worse than the other analyzed brans due to the extensive impact of acid hydrolysis, which requires a larger volume of concentrated hydrolysate. Additionally, the production of soybean bran is also more impactful due to the phosphorus scarcity, a result of intensive fertilization practices in soybean crops.
CBH had the lowest impact among the steps associated with hydrolysate preparation, as a smaller amount of concentrated hydrolysate is required in the preparation of standardized hydrolysate. Nonetheless, except for mineral resource scarcity, as mentioned above, CBH exhibited the worst overall environmental performance because the impacts derived from the remaining steps are higher than those of the other brans. Ultimately, it presents the lowest concentration of carotenoids per volume of growth medium, resulting in much higher effects from fermentation and cell activation operations.
In summary, using RBH emerges as the most environmentally sustainable option for carotenoid production in biorefineries. These findings emphasize the importance of selecting appropriate feedstocks to enhance the sustainability of bioprocesses. This approach improves resource efficiency, promotes sustainable production systems, and reduces environmental impacts.