Lactic Acid Production from Porphyra umbilicalis Through Sequential Saccharification and Fermentation with a Lactobacilli Consortium
Abstract
1. Introduction
2. Materials and Methods
2.1. Algal Biomass
2.2. Bacterial Strains
2.3. Culture Media
2.3.1. Inocula
2.3.2. Shake Flask Assays
2.3.3. Bioreactor Assays
2.4. Characterization of Porphyra umbilicalis
2.5. Hydrolysis of P. umbilicalis Polysaccharides
2.6. LAB Cultivation
2.6.1. Inocula Preparation
2.6.2. Shake Flask Fermentations
Test of Lactobacilli Tolerance Towards HMF
Algal Hydrolysate Fermentations in Shake Flasks
2.6.3. Bioreactor Fermentations
2.7. Sample Analysis via HPLC
3. Results and Discussion
3.1. Characterization of Porphyra umbilicalis
3.2. Hydrolysis of Algal Biomass
3.3. Tolerance of Lactic Acid Bacteria Towards HMF
3.4. Fermentation of Porphyra umbilicalis Hydrolysates
3.4.1. Shake Flask Fermentations
3.4.2. Bioreactor Fermentations
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| 4LAB | Consortium of lactobacilli composed of L. brevis, L. casei, L. plantarum, and L. rhamnosus |
| CSL | Corn steep liquor |
| DO | Dissolved oxygen |
| DW | Dry weight |
| FDCA | 2,5-furan dicarboxylic acid |
| HMF | 5-hydroxymethylfurfural |
| HMFCA | 5-hydroxymethyl-2-furancarboxylic acid |
| LA | Lactic acid |
| OD600 | Optical density measured at the wavelength of 600 nm |
| RI | Refraction index |
| v.v.m. | Volume of air, per volume of liquid medium and per minute |
References
- Kim, J.; Kim, Y.M.; Lebaka, V.R.; Wee, Y.J. Lactic Acid for Green Chemical Industry: Recent Advances in and Future Prospects for Production Technology, Recovery, and Applications. Fermentation 2022, 8, 609. [Google Scholar] [CrossRef]
- Shekhar, N.; Mondal, A. Synthesis, Properties, Environmental Degradation, Processing, and Applications of Polylactic Acid (PLA): An Overview. Polym. Bull. 2024, 81, 11421–11457. [Google Scholar] [CrossRef]
- Tang, J.; Hu, Z.; Pu, Y.; Wang, X.C.; Abomohra, A. Bioprocesses for Lactic Acid Production from Organic Wastes toward Industrialization—A Critical Review. J. Environ. Manag. 2024, 369, 122372. [Google Scholar] [CrossRef] [PubMed]
- Huang, Y.; Wang, Y.; Shang, N.; Li, P. Microbial Fermentation Processes of Lactic Acid: Challenges, Solutions, and Future Prospects. Foods 2023, 12, 2311. [Google Scholar] [CrossRef]
- Wu, R.; Yang, J.; Jiang, Y.; Xin, F. Advances and Prospects for Lactic Acid Production from Lignocellulose. Enzym. Microb. Technol. 2025, 182, 110542. [Google Scholar] [CrossRef]
- Alexandri, M.; Schneider, R.; Mehlmann, K.; Venus, J. Recent Advances in D-Lactic Acid Production from Renewable Resources: Case Studies on Agro-Industrial Waste Streams. Food Technol. Biotechnol. 2019, 57, 293–304. [Google Scholar] [CrossRef]
- Uchida, M.; Miyoshi, T. Algal Fermentation—The Seed for a New Fermentation Industry of Foods and Related Products. Jpn. Agric. Res. Q. JARQ 2013, 47, 53–63. [Google Scholar] [CrossRef]
- Baweja, P.; Kumar, S.; Sahoo, D.; Levine, I. Biology of Seaweeds. In Seaweed in Health Disease Prevention; Fleurence, J., Levine, I., Eds.; Academic Press: Cambridge, MA, USA, 2016; pp. 41–106. [Google Scholar] [CrossRef]
- Zheng, Y.; Jin, R.; Zhang, X.; Wang, Q.; Wu, J. The Considerable Environmental Benefits of Seaweed Aquaculture in China. Stoch. Environ. Res. Risk Assess. 2019, 33, 1203–1221. [Google Scholar] [CrossRef]
- Chung, M.R.W.Y.; Tan, I.S.; Foo, H.C.Y.; Lam, M.K.; Lim, S. Potential of Macroalgae-Based Biorefinery for Lactic Acid Production from Exergy Aspect. Biomass Convers. Biorefin. 2023, 13, 2623–2653. [Google Scholar] [CrossRef]
- Chong, S.L.; Tan, I.S.; Foo, H.C.Y.; Lam, M.K.; Lee, K.T. Third-Generation L-Lactic Acid Biorefinery Approaches: Exploring the Viability of Macroalgae Detritus. BioEnergy Res. 2024, 17, 2100–2122. [Google Scholar] [CrossRef]
- Maneein, S.; Milledge, J.J.; Nielsen, B.V.; Harvey, P.J. A Review of Seaweed Pre-Treatment Methods for Enhanced Biofuel Production by Anaerobic Digestion or Fermentation. Fermentation 2018, 4, 100. [Google Scholar] [CrossRef]
- Babich, O.; Ivanova, S.; Michaud, P.; Budenkova, E.; Kashirskikh, E.; Anokhova, V.; Sukhikh, S. Fermentation of Micro- and Macroalgae as a Way to Produce Value-Added Products. Biotechnol. Rep. 2024, 41, e00827. [Google Scholar] [CrossRef] [PubMed]
- Meinita, M.D.N.; Hong, Y.K.; Jeong, G.T. Comparison of Sulfuric and Hydrochloric Acids as Catalysts in Hydrolysis of Kappaphycus alvarezii (Cottonii). Bioprocess Biosyst. Eng. 2012, 35, 123–128. [Google Scholar] [CrossRef] [PubMed]
- Jang, S.; Shirai, Y.; Uchida, M.; Wakisaka, M. Potential Use of Gelidium amansii Acid Hydrolysate for Lactic Acid Production by Lactobacillus rhamnosus. Food Technol. Biotechnol. 2013, 51, 131–136. [Google Scholar]
- Greetham, D.; Adams, J.M.; Du, C. The Utilization of Seawater for the Hydrolysis of Macroalgae and Subsequent Bioethanol Fermentation. Sci. Rep. 2020, 10, 9728. [Google Scholar] [CrossRef]
- Jadhav, A.; Sharma, M. Dilute Nitric Acid Pretreatment of Ulva Biomass for Production of Fermentable Sugars and Its Validation Using Design of Experiments (DoE). Biomass Convers. Biorefin. 2024, 15, 24853–24867. [Google Scholar] [CrossRef]
- Ra, C.H.; Choi, J.G.; Kang, C.H.; Sunwoo, I.Y.; Jeong, G.T.; Kim, S.K. Thermal Acid Hydrolysis Pretreatment, Enzymatic Saccharification and Ethanol Fermentation from Red Seaweed, Gracilaria verrucosa. Microbiol. Biotechnol. Lett. 2015, 43, 9–15. [Google Scholar] [CrossRef]
- Hwang, H.J.; Lee, S.Y.; Kim, S.M.; Lee, S.B. Fermentation of Seaweed Sugars by Lactobacillus Species and the Potential of Seaweed as a Biomass Feedstock. Biotechnol. Bioprocess Eng. 2011, 16, 1231–1239. [Google Scholar] [CrossRef]
- Tabacof, A.; Calado, V.; Pereira, N. Third Generation Lactic Acid Production by Lactobacillus pentosus from the Macroalgae Kappaphycus alvarezii Hydrolysates. Fermentation 2023, 9, 319. [Google Scholar] [CrossRef]
- Tabacof, A.; Calado, V.; Pereira, N. Lactic Acid Fermentation of Carrageenan Hydrolysates from the Macroalga Kappaphycus alvarezii: Evaluating Different Bioreactor Operation Modes. Polysaccharides 2023, 4, 256–270. [Google Scholar] [CrossRef]
- Mwiti, G.; Yeo, I.S.; Jeong, K.H.; Choi, H.S.; Kim, J. Activation of Galactose Utilization by the Addition of Glucose for the Fermentation of Agar Hydrolysate Using Lactobacillus brevis ATCC 14869. Biotechnol. Lett. 2022, 44, 823–830. [Google Scholar] [CrossRef] [PubMed]
- Nagarajan, D.; Oktarina, N.; Chen, P.T.; Chen, C.Y.; Lee, D.J.; Chang, J.S. Fermentative Lactic Acid Production from Seaweed Hydrolysate Using Lactobacillus sp. and Weissella sp. Bioresour. Technol. 2022, 344, 126166. [Google Scholar] [CrossRef]
- Nagarajan, D.; Nandini, A.; Dong, C.D.; Lee, D.J.; Chang, J.S. Lactic Acid Production from Renewable Feedstocks Using Poly(vinyl alcohol)-Immobilized Lactobacillus plantarum 23. Ind. Eng. Chem. Res. 2020, 59, 17156–17164. [Google Scholar] [CrossRef]
- Chai, C.Y.; Tan, I.S.; Foo, H.C.Y.; Lam, M.K.; Tong, K.T.X.; Lee, K.T. Sustainable and Green Pretreatment Strategy of Eucheuma denticulatum Residues for Third-Generation l-Lactic Acid Production. Bioresour. Technol. 2021, 330, 124930. [Google Scholar] [CrossRef]
- Lin, H.T.V.; Huang, M.Y.; Kao, T.Y.; Lu, W.J.; Lin, H.J.; Pan, C.L. Production of Lactic Acid from Seaweed Hydrolysates via Lactic Acid Bacteria Fermentation. Fermentation 2020, 6, 37. [Google Scholar] [CrossRef]
- Lee, J.; Bae, J.; Shin, H.; Kim, M.; Yang, E.; Lee, K.H.; Yoo, H.Y.; Park, C. Improved Recovery of Mannitol from Saccharina japonica under Optimal Hot Water Extraction and Application to Lactic Acid Production by Lacticaseibacillus rhamnosus. GCB Bioenergy 2024, 16, e13166. [Google Scholar] [CrossRef]
- Chen, C.C.; Lan, C.C.; Pan, C.L.; Huang, M.Y.; Chew, C.H.; Hung, C.C.; Chen, P.H.; Lin, H.T.V. Repeated-Batch Lactic Acid Fermentation Using a Novel Bacterial Immobilization Technique Based on a Microtube Array Membrane. Process Biochem. 2019, 87, 25–32. [Google Scholar] [CrossRef]
- FAO. The State of World Fisheries and Aquaculture 2020; Sustainability in Action; Food and Agriculture Organization of the United Nations: Rome, Italy, 2020; ISBN 978-92-5-132692-3. [Google Scholar]
- Morrissey, J.; Kraan, S.; Guiry, M.D. A Guide to Commercially Important Seaweeds on the Irish Coast; Bord Iascaigh Mhara/Irish Sea Fisheries Board: London, UK, 2001. [Google Scholar]
- Peat, S.; Turvey, J.R.; Rees, D.A. 311. Carbohydrates of the Red Alga, Porphyra umbilicalis. J. Chem. Soc. (Resumed) 1961, 1590–1595. [Google Scholar] [CrossRef]
- Rinaudo, M. Seaweed Polysaccharides. Compr. Glycosci. Chem. Syst. Biol. 2007, 2–4, 691–735. [Google Scholar] [CrossRef]
- Van Wychen, S.; Laurens, L.M.L. Determination of Total Carbohydrates in Algal Biomass: Laboratory Analytical Procedure (LAP); No. NREL/TP-2700-87500; National Renewable Energy Laboratory (NREL): Golden, CO, USA, 2015. [Google Scholar]
- Van Wychen, S.; Laurens, L.M.L. Determination of Total Solids and Ash in Algal Biomass: Laboratory Analytical Procedure (LAP), Revised ed.; No. NREL/TP-2700-87520; National Renewable Energy Laboratory (NREL): Golden, CO, USA, 2013. [Google Scholar]
- Dawczynski, C.; Schubert, R.; Jahreis, G. Amino Acids, Fatty Acids, and Dietary Fibre in Edible Seaweed Products. Food Chem. 2007, 103, 891–899. [Google Scholar] [CrossRef]
- Murata, M.; Nakazoe, J.I. Production and Use of Marine Algae in Japan. Jpn. Agric. Res. Q. JARQ 2001, 35, 281–290. [Google Scholar] [CrossRef]
- Holdt, S.L.; Kraan, S. Bioactive Compounds in Seaweed: Functional Food Applications and Legislation. J. Appl. Phycol. 2011, 23, 543–597. [Google Scholar] [CrossRef]
- Nguyen, T.H.; Sunwoo, I.Y.; Jeong, G.T.; Kim, S.K. Detoxification of Hydrolysates of the Red Seaweed Gelidium amansii for Improved Bioethanol Production. Appl. Biochem. Biotechnol. 2019, 188, 977–990. [Google Scholar] [CrossRef] [PubMed]
- Kim, S.W.; Hong, C.H.; Jeon, S.W.; Shin, H.J. High-Yield Production of Biosugars from Gracilaria verrucosa by Acid and Enzymatic Hydrolysis Processes. Bioresour. Technol. 2015, 196, 634–641. [Google Scholar] [CrossRef] [PubMed]
- Turvey, J.R.; Christison, J. The Enzymic Degradation of Porphyran. Biochem. J. 1967, 105, 317. [Google Scholar] [CrossRef]
- Correc, G.; Hehemann, J.H.; Czjzek, M.; Helbert, W. Structural Analysis of the Degradation Products of Porphyran Digested by Zobellia galactanivorans β-Porphyranase A. Carbohydr. Polym. 2011, 83, 277–283. [Google Scholar] [CrossRef]
- Wang, H.; Zhu, B. Directed Preparation of Algal Oligosaccharides with Specific Structures by Algal Polysaccharide Degrading Enzymes. Int. J. Biol. Macromol. 2024, 277, 134093. [Google Scholar] [CrossRef]
- Boguta, A.M.; Bringel, F.; Martinussen, J.; Jensen, P.R. Screening of Lactic Acid Bacteria for Their Potential as Microbial Cell Factories for Bioconversion of Lignocellulosic Feedstocks. Microb. Cell Factories 2014, 13, 1–16. [Google Scholar] [CrossRef]
- Gubelt, A.; Blaschke, L.; Hahn, T.; Rupp, S.; Hirth, T.; Zibek, S. Comparison of Different Lactobacilli Regarding Substrate Utilization and Their Tolerance Towards Lignocellulose Degradation Products. Curr. Microbiol. 2020, 77, 3136–3146. [Google Scholar] [CrossRef]
- Van Niel, E.W.J.; Larsson, C.U.; Lohmeier-Vogel, E.M.; Rådström, P. The Potential of Biodetoxification Activity as a Probiotic Property of Lactobacillus reuteri. Int. J. Food Microbiol. 2012, 152, 206–210. [Google Scholar] [CrossRef]
- Becerra, M.L.; Lizarazo, L.M.; Rojas, H.A.; Prieto, G.A.; Martinez, J.J. Biotransformation of 5-Hydroxymethylfurfural and Furfural with Bacteria of Bacillus Genus. Biocatal. Agric. Biotechnol. 2022, 39, 102281. [Google Scholar] [CrossRef]
- Deutscher, J. The Mechanisms of Carbon Catabolite Repression in Bacteria. Curr. Opin. Microbiol. 2008, 11, 87–93. [Google Scholar] [CrossRef] [PubMed]
- Zheng, J.; Wittouck, S.; Salvetti, E.; Franz, C.M.A.P.; Harris, H.M.B.; Mattarelli, P.; O’toole, P.W.; Pot, B.; Vandamme, P.; Walter, J.; et al. A Taxonomic Note on the Genus Lactobacillus: Description of 23 Novel Genera, Emended Description of the Genus Lactobacillus Beijerinck 1901, and Union of Lactobacillaceae and Leuconostocaceae. Int. J. Syst. Evol. Microbiol. 2020, 70, 2782–2858. [Google Scholar] [CrossRef] [PubMed]
- Passos, F.V.; Fleming, H.P.; Ollis, D.F.; Hassan, H.M.; Felder, R.M. Modeling the Specific Growth Rate of Lactobacillus plantarum in Cucumber Extract. Appl. Microbiol. Biotechnol. 1993, 40, 143–150. [Google Scholar] [CrossRef]
- Zotta, T.; Guidone, A.; Ianniello, R.G.; Parente, E.; Ricciardi, A. Temperature and Respiration Affect the Growth and Stress Resistance of Lactobacillus plantarum C17. J. Appl. Microbiol. 2013, 115, 848–858. [Google Scholar] [CrossRef]
- Motta, C.; So, A.; Soares, A.; Gonzales, G.B.; Cabral, I.; Tavares, N.; Nicolai, M. Amino acid profile of foods from the Portuguese Total Diet Pilot Study. J. Food Compos. Anal. 2020, 92, 103545. [Google Scholar] [CrossRef]
- Mota, C.; Santos, M.; Mauro, R.; Samman, N.; Sofia, A.; Torres, D.; Castanheira, I. Protein content and amino acids profile of pseudocereals. Food Chem. 2016, 193, 55–61. [Google Scholar] [CrossRef]
- Yang, J.; Gao, T.; Ge, F.; Sun, H.; Cui, Z.; Wei, Z.; Wang, S.; Show, P.L.; Tao, Y.; Wang, W. Porphyra yezoensis Sauces Fermented with Lactic Acid Bacteria: Fermentation Properties, Flavor Profile, and Evaluation of Antioxidant Capacity in Vitro. Front. Nutr. 2022, 8, 810460. [Google Scholar] [CrossRef]
- Sheldon, R.A. Waste Valorization in a Sustainable Bio-Based Economy: The Road to Carbon Neutrality. Chem. Eur. J. 2024, 30, e202402207. [Google Scholar] [CrossRef]





| Microorganism(s) | Substrate | Operation Mode | LA titer (g/L) | LA yield (g/g sugar) | LA Productivity (g/(L·h)) | Ref. |
|---|---|---|---|---|---|---|
| L. rhamnosus | Gelidium amansii acid hydrolysate | Batch | 12.5 | 0.4 | 0.2 | [15] |
| L. pentosus | Kappaphycus alvarezii acid hydrolysate (detoxified) | Batch | 57.6 | 1.3 | 0.8 | [20] |
| L. pentosus | Kappaphycus alvarezii acid hydrolysate (detoxified); galactose feed | Pulse fed-batch | 91 | 1.2 | 1.37 | [21] |
| L. pentosus | Kappaphycus alvarezii acid hydrolysate (detoxified); galactose feed | Extended fed-atch | 133 | 1.0 | 1.10 | [21] |
| L. brevis | Agar acid hydrolysate + glucose | Batch | 16.4 | 0.5 | 0.4 | [22] |
| L. brevis | Agar acid hydrolysate + glucose; glucose feed | Fed-batch | 31.9 | 0.4 | 0.3 | [22] |
| L. sakei and W. paramesenteroides | Ulva sp. acid hydrolysate | Batch | 25.1 | 0.8 | 6.8 | [23] |
| L. plantarum | 25.0 | 0.7 | 6.3 | |||
| L. rhamnosus | 28.8 | 0.8 | 7.2 | |||
| L. plantarum (immobilized) | Ulva sp. acid hydrolysate | Continuous | 36.8 | 0.9 | 12.3 | [24] |
| B. coagulans | E. denticulatum microwave-assisted enzymatic hydrolysate | Solid state fermentation | 14.0 | 1.0 | - | [25] |
| L. acidophilus and L. plantarum | Gracilaria sp. acid hydrolysate | Batch | 19.3 | - | - | [26] |
| L. rhamnosus | Saccharina japonica mannitol (hot water-extracted) | Batch | 18.8 | 0.9 | - | [27] |
| L. acidophilus (encapsulated) | Gracilaria sp. acid hydrolysate | Repeated batch (8×) | 27.8 | 0.9 | 0.6 | [28] |
| Lactobacilli consortium | Porphyra umbilicalis hydrolysate + galactose | Batch (flask/bioreactor) | 19.6/18.0 | 0.88/0.69 | 0.19/0.28 | This work |
| Lactobacilli consortium | Porphyra umbilicalis hydrolysate + galactose; galactose feed | Fed-batch (flask/bioreactor) | 24.6/65.0 | 0.50/0.58 | 0.32/0.52 | This work |
| Components | Values |
|---|---|
| Moisture (%w/w) | 6.2 ± 0.3 |
| Total solids (%w/w) | 93.9 ± 0.3 |
| Ash (g/100 gDW) | 10.8 ± 0.3 |
| Total carbohydrates (g/100 gDW) | 51.6 ± 1.7 |
| Galactose | 46.8 ± 1.3 |
| Glucose | 3.1 ± 0.2 |
| Protein (g/100 gDW) | 34.5 ± 0.3 |
| Lipids (g/100 gDW) | 1.4 ± 0.1 |
| Galactose | Galactose + 1 g/L HMF | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| µmax | Gali | Galc | LAp | YP/S | µmax | Gali | Galc | LAp | YP/S | HMFc | |
| L. brevis | 0.37 | 15.0 ± 0.9 | 81.7 ± 0.6 | 11.5 ± 0.1 | 0.94 ± 0.06 | 0.37 | 16.9 ± 0.3 | 87.2 ± 0.6 | 11.2 ± 0.2 | 0.76 ± 0 | 77 ± 3 |
| L. rhamnosus | 0.24 | 13.4 ± 0.1 | 78.1 ± 0.5 | 11.1 ± 0.2 | 1.07 ± 0.03 | 0.27 | 16.7 ± 0.1 | 78.9 ± 1.3 | 8.9 ± 0.1 | 0.68 ± 0 | 42 ± 1 |
| L. casei | 0.17 | 16.6 ± 0.1 | 72.0 ± 1.3 | 7.1 ± 0.2 | 0.59 ± 0.01 | 0.17 | 16.6 ± 0.1 | 72.5 ± 1.8 | 8.2 ± 0.5 | 0.68 ± 0.06 | 51 ± 2 |
| L. plantarum | 0.20 | 16.8 ± 0.2 | 73.3 ± 1.1 | 12.0 ± 0.1 | 0.97 ± 0.03 | 0.20 | 17.1 ± 0.1 | 70.8 ± 2.2 | 11.6 ± 0.3 | 0.96 ± 0.01 | 24.4 ± 2.8 |
| 4LAB | 0.25 | 14.4 ± 0.6 | 94.3 ± 2.9 | 13.2 ± 0.4 | 0.98 ± 0.04 | 0.23 | 13.8 ± 0.1 | 90.6 ± 2.5 | 14.0 ± 0.4 | 1.12 ± 0.08 | 33 ± 1 |
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Fernandes, A.S.; Mateus, M.; Pinheiro, H.M.; da Fonseca, M.M.R.; Cesário, M.T. Lactic Acid Production from Porphyra umbilicalis Through Sequential Saccharification and Fermentation with a Lactobacilli Consortium. Appl. Sci. 2025, 15, 12946. https://doi.org/10.3390/app152412946
Fernandes AS, Mateus M, Pinheiro HM, da Fonseca MMR, Cesário MT. Lactic Acid Production from Porphyra umbilicalis Through Sequential Saccharification and Fermentation with a Lactobacilli Consortium. Applied Sciences. 2025; 15(24):12946. https://doi.org/10.3390/app152412946
Chicago/Turabian StyleFernandes, Ana S., Marília Mateus, Helena M. Pinheiro, M. Manuela R. da Fonseca, and M. Teresa Cesário. 2025. "Lactic Acid Production from Porphyra umbilicalis Through Sequential Saccharification and Fermentation with a Lactobacilli Consortium" Applied Sciences 15, no. 24: 12946. https://doi.org/10.3390/app152412946
APA StyleFernandes, A. S., Mateus, M., Pinheiro, H. M., da Fonseca, M. M. R., & Cesário, M. T. (2025). Lactic Acid Production from Porphyra umbilicalis Through Sequential Saccharification and Fermentation with a Lactobacilli Consortium. Applied Sciences, 15(24), 12946. https://doi.org/10.3390/app152412946

