Journal of Environmental Chemical Engineering 11 (2023) 110998 Contents lists available at ScienceDirect Journal of Environmental Chemical Engineering journal homepage: www.elsevier.com/locate/jece Current analysis on 1,3-propanediol production from glycerol via pure wild strain fermentation Ker Yee Tey a, Jian Ping Tan a, b, *, Swee Keong Yeap c, Ning He b, Nurul Adela Bukhari d, Yew Woh Hui c, Abdullah Amru Indera Luthfi e, Shareena Fairuz Abdul Manaf f a School of Energy and Chemical Engineering, Xiamen University Malaysia, 43900 Sepang, Selangor Darul Ehsan, Malaysia College of Chemistry and Chemical Engineering, Xiamen University, Xiamen 361005, China China-ASEAN College of Marine Sciences, Xiamen University Malaysia, Jalan Sunsuria, Bandar Sunsuria, 43900 Sepang, Selangor Darul Ehsan, Malaysia d Energy and Environment Unit, Engineering & Processing Research Division, Malaysian Palm Oil Board (MPOB), 6, Persiaran Institusi, Bandar Baru Bangi, 43000 Kajang, Selangor, Malaysia e Department of Chemical and Process Engineering, Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, 43600 Bangi, Selangor Darul Ehsan, Malaysia f School of Chemical Engineering, College of Engineering, Universiti Teknologi MARA, 40450 Shah Alam, Selangor, Malaysia b c A R T I C L E I N F O A B S T R A C T Editor: Yujie Men Bioproduction of 1,3-propanediol (1,3-PDO), a ubiquitous green chemical, has received great attention due to its wide range of applications, coupled with the abundance of crude glycerol from biodiesel industry. To commercialize this product, the bottlenecks of low yield and productivity of 1,3-PDO should be addressed. Herein, the present review carefully analyses the state-of-the-art performance of a myriad of wild-type 1,3-PDOproducing genera over the past decade. The effects of fermentation modes, aeration conditions, substrate tolerance ability, and extent of metabolite inhibition on the synthesis of 1,3-PDO by different bacterial strains are discussed comprehensively to realize the efficient utilization of the industrial wastes in harvesting the high valued chemical commodity. Among the various cultivation method, continuous mode fermentation possesses certain robustness over the others in terms of yield and productivity. Strict anaerobes are regarded as the best microbe than other aerotolerant anaerobes and facultative anaerobes because of the outstanding fermentation performance at anaerobic conditions. The responses of various microbes to high initial substrate and impurities in crude glycerol have concluded that the discovery of osmotolerant microbe is crucial. Moreover, the 1,3-PDOproducing bacteria with minimum generation of byproducts along with appreciable tolerance towards the me­ tabolites is a determining factor of commercializing 1,3-PDO bioproduction. Keywords: Glycerol 1,3-propanediol Operation mode Substrate tolerance Aeration condition 1. Introduction Bioenergy, regarded as renewable and eco-friendly in nature, is a potential resolution to the continuous global energetic crisis that arises due to the depletion of unsustainable petrochemical resources by establishing a new supply chain of sustainable fuels and chemicals. Likewise, bioenergy corresponds to Sustainable Development Goal 7: Affordable and Clean Energy, which is a common long-term climate goal around the world. In fact, the rapid industrialization and modernization in the transportation sector in this world have improved the living qualities of mankind. Hand in hand with this achievement are the numerous unresolved and complicated problems such as carbon emis­ sions [67]. Within this context, biodiesel appears as a great substitute for conventional petroleum-derived fuels with a notable increment in its production, which helps to alleviate the environmental impacts owing to the non-polluting and renewable features. Production of biodiesel is Abbreviations: µ, specific growth rate; 1,3-PDO, 1,3-propanediol; 2,3-BDO, 2,3-butanediol; 3-HPA, 3-hydroxypropionaldehyde; ATP, adenosine triphosphate; CAGR, compound annual growth rate; COD, Chemical oxygen demand; CO2,, carbon dioxide; D, dilution rate; DCP, dichloro-2-propanol; DHA, dihydroxyacetone; DHAK, dihydroxyacetone kinase; GDH, glycerol dehydrogenase; GDHt, glycerol dehydratase; glpF, glycerol uptake facilitator protein; H2, hydrogen; MONG, matter organic non-glycerol; Mt, megatons; N2, nitrogen; NaCl, sodium chloride; NADH, nicotinamide adenine dinucleotide; PDOR, 1,3-propanediol dehydrogenase; Pdu, propanediol utilization; PTT, polytrimethylene terephthalate. * Corresponding author at: School of Energy and Chemical Engineering, Xiamen University Malaysia, 43900 Sepang, Selangor Darul Ehsan, Malaysia. E-mail address: jianping.tan@xmu.edu.my (J.P. Tan). https://doi.org/10.1016/j.jece.2023.110998 Received 29 May 2023; Received in revised form 31 July 2023; Accepted 10 September 2023 Available online 13 September 2023 2213-3437/© 2023 Elsevier Ltd. All rights reserved. K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 bound to increase by 0.5%, which is equivalent to 130,000 barrels a day by 2050 [14]. Unfortunately, the euphoria associated with biodiesel production has brought disappointment afterwards due to the myriad of adverse effects. Despite the benefits brought by the clean and non-toxic fuel, the fact is that the production of methyl ester (biodiesel) from transesterification of animal fats or vegetable oils with short chain al­ cohols would leave behind a massive amount of raw glycerol (also known as glycerine) as an inherent residue, approximately 10% of the total fuel produced by weight [14,95]. Additionally, the abundant crude glycerol resulting from the explosive growth in biodiesel production leads to substantial surpluses for the current glycerol market demand. The market value for pure glycerol is at around 1135 US$/ton [12], but the price of crude glycerol is as low as about 156 US$/ton to 174 US $/ton [14]. As a matter of fact, there is a downfall of pure glycerol price in the Asia Pacific region and the reason behind is the ongoing geopo­ litical conflicts, steady demand and existing inventories, and price depreciation of palm oil and other edible oils [12]. On the contrary, glycerol is the byproduct of the routes of saponification as well as hy­ drolysis in oleochemical plants [105]. The dilemma has led to a considerable reduction in the market price of waste glycerol, which in turn, gives way to the rise of alternative technologies utilizing the crude glycerol. Typically, biodiesel-based glycerine is categorized based on its purity of the glycerol content where crude glycerol has 60–80% of glycerol, while pure or refined glycerol has 99.1–99.8% of purity [44]. Crude glycerol has a high chemical oxygen demand (COD) and a high contamination of impurities such as alcohol, alkalis, fatty acids, and catalysts; thereby either proper treatment or disposal of these wastes is inevitable [94,109]. The purification steps of crude glycerol, such as distillation and membrane filtration to obtain pure glycerol to be used in food, pharmaceutical, or cosmetic industries are not economically ad­ vantageous owing to the high cost induced, despite the existence of various well-developed purification methods. Thus, there is a need for another consumer market for biodiesel crude glycerol to emerge, which has the characteristics of higher product volume demand, lower quality standards, and lower costs [14]. As such, the global burgeoning interest is to utilize the vast amount of crude glycerol which cannot be simply incinerated or disposed of directly in order to follow the pace of expo­ nential increase of demand and production of biodiesel. As a result, the price and supply of crude glycerol will be stabilized and, at the same time environment impact associated with the accumulation of this underutilized material will be diminished. Therefore, biodiesel that is nowadays regarded as grey fuel instead of green fuel should be re-evaluated on the management of its raw glycerol byproducts. Numerous alternative uses of crude glycerol have been investigated and proposed, such as combustion [47], composting [5], poultry-feeding [58], and thermochemical/biological conversions to value-added commodity [62]. To date, glycerol has a plethora of in­ dustrial usages, which is over two thousand different applications, depending on the chemical and physical characteristics, for example, elasticity, flexibility, high miscibility, high viscosity, low volatility, materials compatibility, non-toxicity, softness, solubility, and stability [14]. The value-added products converted from fermentable crude glycerol are for instance, 1,3-propanediol (1,3-PDO), acrolein, butanol, citric acid, ethanol, hydrogen, polyunsaturated fatty acid, propionic acid, single cell oil, biopolymers like PHA, and PHB and others [14,105]. Among those, valorization of this waste stream into diversified chem­ icals via biological mean is of increasing interest and has aroused worldwide attention, given the possible boost in economic, environ­ mental and sustainable development in society. As there is a quest to find alternatives to managing waste, fermentation seems to be one of the best approaches which simultaneously combat the issues of waste disposal and natural resources scarcity. Due to the simple metabolic pathway compared to glucose metabolic pathway, crude bio-glycerol or refined glycerine can serve as a feedstock in microbial fermentation to be upgraded into valuable products for a wide variety of applications. Owing to the reducing nature of carbon atoms in glycerol (presence of hydroxyl group), its fermentation pro­ duces twice the amount of reducing equivalents than that produced from other fermentable sugars (e.g. glucose, sucrose, and xylose) [43,108]. Besides, almost double of reducing equivalents known as nicotinamide adenine dinucleotide (NADH) are produced from glycerol metabolism than glucose metabolism, eventually resulted in higher yields of reduced compounds [47]. Theoretically, glycerol can be valorized biologically into a number of highly valued and widely used compounds including 1, 3-PDO, 2,3-butanediol (2,3-BDO), 3-hydroxypropionaldehyde, acetic acid, acrolein, amino acids, butyric acid, butanol, citric acid, dihy­ droxyacetone (DHA), ethanol, glyceric acid, hydrogen, lactic acid, for­ mic acid, pigments, polyhydroxyalkanoates, propionic acid, succinic acid, dichloro-2-propanol (DCP), and others [15,109]. Of these, 1,3-PDO production from glycerol fermentation by a natural producer is the main research focus due to the high demand for this chemical to be used as the precursors in a multitude of applications. For instance, a newly identi­ fied C. butyricum SCUT343–4 isolated from deep mountain soil [59] and a recently discovered K. pneumoniae KKU5 (Kp KKU5) [98] isolated from soil near biodiesel plant were discovered with the ability in utilizing glycerol to produce 1,3-PDO, contributing to the continuous develop­ ment of the biotechnology industry. Despite the 1,3-PDO bioproduction has received extensive reviews, the glycerol fermentation via a myriad of wild strain was neglected. The previous published review discussed on the metabolic engineering, evolutionary engineering, synthetic biology strategies, mutagenesis, construction of a microbial consortium system in such biological pro­ duction [1,30,96,99,130,131]. However, the investigations of the operation mode, aeration condition, substrate tolerance, formation of byproducts by pure strain cultivation that greatly affect the 1,3-PDO yield and productivity are not elucidated in detail. These key aspects which are of significant interest and critical in this biotechnology field are equally important during the commercialization of 1,3-PDO bio­ production. Therefore, current review focuses on these key aspects that govern the performance of 1,3-PDO producing native bacteria. 2. Global market of 1,3-propanediol 1,3-propanediol (C3H8O2), which is frequently termed by its abbre­ viation 1,3-PDO is a potential C3 dihydroxy compound that is colorless and miscible in polar solvents such as water, alcohols, and ethers [113]. 1,3-PDO consists of two hydroxyl groups located at the first and third carbon atoms. It has other names, such as trimethylene glycol or 1, 3-dihydroxypropane. This short chain diol is a class of specialty com­ pounds that known for more than a century, which is either produced by the bio-based or petrochemical-based processes. In other words, 1, 3-PDO can be produced either from a biological route (fermentation) or through a chemical process [54,111]. In recent years, sustainability and environmental topics gradually become the main concern around the globe and thus, the preference of consumers toward bio-based products has pushed the market opportunities toward the green technology. Fig. 1 illustrates the projection of a 1,3-PDO market value in US$ billion/metric tons and its volume (mega tons) from the year 2022–2032 ([71].Mr [27], Reportlinker [86], Shandong Richnow Chemical Co., 2022, [93], Inner Mongolia Pulis Chemical Co., 2022). The price of 1, 3-PDO in 2022 was estimated at US$ 1700/metric ton. In the year 2022, the 1,3-PDO market has been valued at US$ 0.68 billion. The global market of 1,3-PDO has boomed in the past few years and based on the estimation, it is expected to increase at a compound annual growth rate (CAGR) of around 10.63% during the forecast period (2022–2032), which is equivalent to an estimated growth of US$ 1.18 billion from 2022 to 2032. The volume of 1,3-PDO in 2022 is around 0.40 Mt and an increase of 0.69 Mt is anticipated after 10 years, reaching 1.09 Mt in 2032. According to the global market analysis, 1,3-PDO seems to be a valuable commodity with great potential in bringing revenue for various 2 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Fig. 1. Global 1,3-propanediol market – value (US$ million) and volume (kilo tons), 2022–2032. industries as well as improving product variety and quality in multiple end-use industries, ensuring the economic sustainability of the produc­ tion process. 1,3-PDO has a wide spectrum of industrial applications. Polymers, cosmetics & personal care, hygiene and domestic cleaning, engine coolants, and heat transfer fluid are few dominant products formulated by this platform chemical as displayed in Fig. 2 [21,71]. Among the various application, 1,3-PDO is often utilized as the monomer to pro­ duce polyethers, polyurethanes, and polyesters. The main driver of 1, 3-PDO production is polytrimethylene terephthalate (PTT) which can be employed as the precursor for the production of textiles and carpet fibers with improved softness and stain resistance. PTT is an aromatic polyester with unique properties of high elastic recoveries, high resil­ iency, high bulk, and soft hand. Also, the high reactivity and thermal stability of 1,3-PDO enables it a suitable candidate to be applied in the textile and polymer industry [79]. 1,3-PDO which has a reductive nature undergoes a polycondensation reaction with terephthalic acid, resulting in the creation of the novel PTT [111]. This economical and biode­ gradable polymer can be a perfect substitute for the present pollution-causing synthetic plastics, and subsequently, able to tackle the ecological imbalances triggered by toxic pollutants. Table 1 lists the three main bio-based 1,3-PDO producing companies and their detailed information. DuPont Tate & Lyle Bioproducts, a joint venture of DuPont Tate & Lyle is the main key player in the 1,3-PDO industry. This company, which is located in Loudon, Tennessee, US is the world largest bio-based 1,3-PDO producer that dominate the market of North America region. 1,3-PDO (Bio-PDO™) is produced commer­ cially from corn syrup as a feedstock by genetically modified Escherichia coli (E. coli) under trademark of Susterra™ (industrial grade) and Zemea ™ (pharmaceutical grade) [16]. Therefore, the most prominent region with great concern in the global 1,3-PDO market is located in North America as DuPont Tate & Lyle Bioproducts leads the major producers Fig. 2. Applications of 1,3-PDO. 3 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Co.Ltd, Tokyo Chemical Industry Co. Ltd and others [16]. However, it should be noted that the developing countries especially those in South East Asia (e.g., Indonesia, Malaysia, Vietnam, and the Philippines) lack of awareness on the importance of 1,3-PDO as well as the future po­ tential of 1,3-PDO microbial production. Table 1 Bio-based 1,3-PDO producing companies. Aspect DuPont Tate & Lyle Bioproducts Zhangjiagang Glory Biomaterial METEX NØØVISTA Operational date Trademark November 2006 January 2013 March 2021 Bio-PDO™ (Susterra™ propanediol, Zemea™ propanediol) 77 Bioglory®1,3propanediol METEX Propanediol, TILAMAR® PDO with NØØVISTA™ 25 Annual output (kt) Feedstock Corn syrup (glucose) Strain Genetically modified Escherichia coli (E. coli) Loudon, Tennessee, US Aerobic Location Aeration condition Applications References Susterra ® (polyurethanes, heattransfer fluids, unsaturated polyester resins) Zemea® (cosmetics & personal care, food and flavors, laundry & household cleaning, pharmaceutical & dietary supplements) [16,21,101] Plans to increase capacity from 20 to 65 Palm-oil-biodieselbased glycerol Likely bacteria (Klebsiella spp.) Jiangsu, China N/A 3. Chemical and biological synthesis method of 1,3-PDO The conventional chemical processes of 1,3-PDO production are through the hydration of petroleum acrolein (Degussa-Dupont routes) or hydroformylation of ethylene oxide (Shell route), both in the presence of catalyst [62]. However, the use of non-renewable raw materials origi­ nated from fossil resources, severe operating conditions (elevated tem­ perature and pressure), use of special buffering agents, expensive catalysts, generation of toxic intermediates, and high equipment costs have hindered the economic feasibility of the process [82,111,115]. Moreover, the shortcomings of the low selectivity, low titer, low yield, and high energy consumption have encouraged paradigm shifts from conventional chemical processes to white biotechnology of 1,3-PDO production [67]. Presently, microbial production of 1,3-PDO has drawn more attention owing to the remarkable benefits, including renewable and environmentally benign, abundant cost-effective renewable substrate and lower energy consumption. Moreover, the ambient operating condition of biotransformation, which offers lower or no energy input makes the bioprocess appealing. According to the life cycle analysis conducted by DuPont Tate & Lyle, the greenhouse gas emissions and nonrenewable energy consumption of bio-based 1,3-PDO are 47% and 49% less than petroleum-based 1,3-PDO, respectively [22]. The glycerol fermentation to 1,3-PDO, a biocatalyst-mediated transformation reaction by a mixed culture containing Clostridium pas­ teurianum was discovered in 1881. At present, the biological route to synthesize 1,3-PDO is by metabolizing pure, pretreated or crude glycerol in a reductive pathway using native bacterium under different condi­ tions such as aerobic, microaerophilic, facultative anaerobic or strict anaerobic. There is a myriad of naturally occurring anaerobic or facul­ tative anaerobic prokaryotic microorganisms with the capability to break down glycerol into 1,3-PDO, such as the genera Citrobacter (e.g., C. beijerinckii, and C. freundii) [29,32], Clostridium (e.g., C. acetobutylicum, C. butyricum, C. diolis, and C. pasteurianum) [28,34,51, 107], Enterobacter (e.g., E. cloacae) [97], Klebsiella (e.g., K. oxytoca, and K. pneumoniae) [88,128], and Lactobacilli (e.g., L. brevis, L. diolivorans, and L. reuteri) [18,85,110]. The abovementioned microbes are by-far popular natural producers of 1,3-PDO. However, their feasibility is mostly proven only in lab-scale glycerol fermentation and the potential in commercial production of 1,3-PDO still remain ambiguous. The glycerol dismutation consists of two parallel branches, namely the oxidative and reductive branches (also known as the propanediol utilization (Pdu) pathway). At here, the GDHt in all bacteria except C. butyricum are cobalamin (vitamin B12) dependent. In the parallel oxidative pathway, glycerol is dehydrogenated by NAD+-dependent glycerol dehydrogenase (GDH) to dihydroxyacetone (DHA), followed by phosphorylation through adenosine triphosphate (ATP)-dependent dihydroxyacetone kinase (DHAK) before entering the glycolytic pathway to form pyruvate. The oxidative branch provides energy and reducing power (NADH2) for cell growth and 1,3-PDO syntheses, at the same time converts pyruvate to form a series of coproducts, such as 2,3BDO, 3-hydroxypropionic (3-HP), acetate, butanol, butyrate, carbon dioxide (CO2), ethanol, hydrogen (H2), lactate, succinate and others depending on the bacterial species [43,70,114]. The research papers on 1,3-PDO production from natural bio­ catalysts were reviewed from the year 2010–2022. From the pie chart shown in Fig. 3, it is obvious that the most studied bacterial species is Clostridium spp., which contributes approximately 41%, followed by Klebsiella spp. (37%), Citrobacter spp. (12%), Lactobacillus spp. (3%), and others (7%) consisting of the genera belonging to Enterobacter, Hafnia, Halanerobium, Kluyvera, Pantoea, and Shmwellia. Thus, Clostridium spp. Non-GMO rapeseed plant Likely bacteria (Clostridium spp.) Carling Saint Avold, France N/A Coating, polyurethanes, deicing fluids, unsaturated polyester resins, printing ink, cosmetics ingredients Biobased polymer, functional fluids, cosmetics & personal care [42,61,127] [23,24,26,81] around the world with its industrially established bioprocess. METEX NØØVISTA is another potential player in the Europe market of manufacturing 1,3-PDO fermentatively. Metabolic Explorer and the French Société de Projets Industriels successful commissioned the METEX NØØVISTA production unit and the marketing of 1,3-PDO, the first made-in-Europe non-GMO cosmetic grade 1,3-PDO alongside with butyric acid (BA) [25]. In 2021, the scale-up of 1,3-propanediol (1, 3-PDO)-BA technology and its production in cosmetics and industrial applications was announced by METEX NØØVISTA, proving the surge in demand for 1,3-PDO [27]. Several patent applications of Metabolic Explorer, which describes the production of 1,3-PDO from glycerol using only Clostridium acetobutylicum or co-culture of Clostridium sphenoides and Clostridium sporogones, suggesting the possible strains employed by the process [23]. Other than two companies mentioned earlier, Zhangjiagang Glory Biomaterial which is located in China appears as another potential candidate of bioproducing 1,3-PDO. Zhangjiagang Glory Biomaterial was established for a bio-based 1,3-PDO programme, which started the first production line in January 2013 and then expanded its annual production to 65 kt. After that, the company become the manufacturer covering a complete industrial chain of 1,3-PDO, PTT chips, and PTT fiber. Due to the limitation of information regarding the 1,3-PDO pro­ duction process, the possible bacteria used is Klebsiella variicola ac­ cording to the patent application of Zhangjiagang Glory Biomaterial [42]. According to Table 1, three of the companies utilized different kinds of feedstock based on the raw material’s availability in their re­ gion. Unlike DuPont Tate & Lyle Bioproducts who genetically modified E. coli to produce 1,3-PDO from glucose, the other two companies are likely to utilize wild Klebsiella spp. or Clostridium spp. in their produc­ tion. Apart from that, there are several prominent players with great potential in mass production of 1,3-PDO biologically based in Europe (e. g., Germany) and Asia-Pacific (e.g., China, Japan, India), such as Merck KGgA, Zouping Mingxing Chemical Co.Ltd, Zouping Mingxing Chemical 4 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 increased 1,3-PDO yield via overflow metabolism toward reductive pathways, which induced by concentrated initial glycerol; (3) native strains have better stability [56]. The 1,3-PDO generation capability of different microorganisms under anaerobic glycerol fermentation at various operating modes is summarized in Table 3. 4.1. Batch operation Batch strategy is a one-time adding of microbes and medium at the start of cultivation and hence, it is a closed system. The research papers were selected by the criterion of operation mode, aeration rate, substrate type, and culture type for better visualization of the fermentation per­ formance for each native strain. Under the similar operating condition (batch operation, anaerobic condition, glycerol as the exclusive carbon source, and natural strain), it is noticed that the yield ranges from 0.25 mol/mol to 0.71 mol/mol whereas the range of productivity is between 0.5 g/L.h and 3.31 g/L.h as displayed in Fig. 4. The highest 1,3PDO yield from anaerobic batch fermentation using only 81% w/w crude glycerol by the strain of C. butyricum NRRL B-23495 is 0.71 mol/ mol [74]. The achieved 1,3-PDO yield is close to the maximum theo­ retical yield of C. butyricum [125]. Besides, it can be observed that the C. butyricum generally produced a higher yield of 1,3-PDO (0.59–0.71 mol/mol) than the other strains under batch operation and anaerobiosis. On the other hand, L. reuteri FXZ014 obtained the highest produc­ tivity (3.31 g/L.h) after pure glycerol fermentation [124] than the other microbes as illustrated in Fig. 4. However, its 1,3-PDO yield of 0.39 mol/mol is comparatively lower than other microorganisms. This recent study applied whole-cell biotransformation (WCB) in the biosynthesis of 1,3-PDO where the growth process of L. reuteri FXZ014 and production of 1,3-PDO were separated into two stages of the pro­ cess. The use of resting cells had led to an elevation in volumetric pro­ ductivity, proven by the high productivity of as much as 3.31 g/L.h despite the conduct of biotransformation of glycerol in typical batch fermentation [67]. K. pneumoniae GLC29 [15], C. butyricum JKT37 [107], C. butyricum DSP1 [104], C. perfringens GYL [40], and C. butyricum NCIMB 8082 [72] are identified as the strains that give excellent results in both yield and productivity of 1,3-PDO during batch operation, based on the bar chart (Fig. 4). According to Tee et al. [107], no lag phase observed in the rapid growth of C. butyricum JKT37 enables high 1,3-PDO productivity. Membrane module was applied in increasing biomass with two times of concentrated C. butyricum DSP1, which helps to ameliorate kinetic properties, especially productivity (2.70 g/L.h) and titer (41.22 g/L.h) [104]. C. perfringens GYL has a fast growth speed and can grow on 100 g/L of crude glycerol; it gave 39.3 g/L of 1,3-PDO with excellent yield and productivity [40]. From the study conducted by Martins et al. [72], C. butyricum NCIMB 8082 was able to produce 32.18 g/L of 1, 3-PDO with 2.38 g/L.h of productivity in batch condition. In short, the fermentation performance of strains at batch conditions were validated, which allows a further investigation in other cultivation methods for yield and productivity enhancement. Fig. 3. Bacterial strains studied for 1,3-PDO production from glycerol fermentation. and Klebsiella spp. have been studied intensively in glycerol fermenta­ tion to produce 1,3-PDO due to their relatively outstanding product concentration, molar yield, and production rate [7,63]. The perfor­ mance of microbial strain is normally evaluated by product concentra­ tion, yield, and productivity where the final product concentration, as well as the composition of fermentation solution, determines the complication of separation process. Especially, the separation of salts, protein, polysaccharide and other components is the most important part of the downstream separation. Besides, yield will affect the cost of substrate whereas productivity aids in reducing the capital cost of equipment and subsequent operation expenses. 1,3-PDO yield is defined as the amount of 1,3-PDO produced from glycerol (mol PDO/mol glyc­ erol) [13]. From the estimation of the glycerol fermentation pathway analysis, the maximum theoretical yield of 1,3-PDO by C. butyricum [125] and K. pneumoniae [73] is 0.72 mol/mol, given that only acetic acid is produced as a byproduct and no hydrogen is released. However, the 1,3-PDO maximum theoretical yield can reach up to 0.875 mol/mol, provided that all acetyl-CoA enters TCA cycle instead of the acetic acid pathway under an ideal anaerobic condition [68]. The fermentation performance of genetically modified E. coli on the glucose of commercial DuPont Tate & Lyle industrial process are 135 g/ L PDO, 0.62 mol/mol glucose, and 3.5 g/L.h [69,83]. Several strains, which have comparable fermentation performance with DuPont Tate & Lyle are listed in Table 2. However, numerous factors will determine the final 1,3-PDO production capacity as dissimilar bacteria perform differently under respective conditions, which will be discussed in the following section. 4. Operation modes The method of cultivating the microorganisms and dosing of sub­ strates is critically affecting various biokinetics of the fermentation profile for every biological process. Batch, fed-batch, repeated batch, repeated fed-batch, and continuous are some of the reported approaches on the production of 1,3-PDO. Anaerobic glycerol fermentation by wildtype strain is selected as the basis in the following analysis of operation modes because of the following reasons: (1) glycerol is a reduced sub­ strate where its anaerobic oxidation can increase cellular NADH/NAD+ ratio and shift metabolic fluxes; (2) anaerobic condition allows an Table 2 Glycerol conversion by microorganisms to 1,3-PDO. Bacterial strain Substrate Fermentation mode 1,3-PDO titer (g/L) Yield (mol/mol) Productivity (g/L.h) Reference C. butyricum DL07 C. butyricum DL07 C. butyricum AKR102a C. butyricum SCUT343–4 C. butyricum DL07 K. pneumoniae HSL4 Pure glycerol 78% crude glycerol Pure glycerol 95% pure glycerol Pure glycerol Glycerol Fed-batch; anaerobic Fed-batch; anaerobic Fed-batch; anaerobic Repeated fed-batch; anaerobic Sequential fed-batch; anaerobic Fed-batch; aerobic 104.80 94.20 93.70 86.00 85.00 80.08 0.65 0.63 0.63 0.63 0.63 0.53 3.38 3.04 3.30 4.20 6.77 2.22 [112] [112] [115] [59] [112] [129] 5 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Table 3 Production of 1,3-PDO from glycerol fermentation of different native bacteria under anaerobic condition at various operation modes. Operation mode Bacterial strain Substrate 1,3-PDO titer (g/L) Yield (mol/ mol) Productivity (g/ L.h) References Batch C. acetobutylicum ATCC 4259 99% pure glycerol N/A 0.25 N/A C. beijerinckii NRRL B593 C. butyricum DSM 10702 54.35% w/v waste glycerol Pretreated glycerol by ion exchange resin 85.6% w/w crude glycerol 80.61 wt% pretreated glycerol Crude glycerol 81% w/w crude glycerol 95% glycerol 81% w/w crude glycerol Crude glycerol Glycerol 80% crude glycerol 10.00 41.40 0.60 0.68 0.50 0.99 (Ferreira, F. et al., 2012) [37] [66] 41.22 10.79 32.18 32.30 42.80 35.10 26.00 23.30 4.350 0.62 0.64 0.63 0.71 0.65 0.69 0.61 0.61 0.28 2.75 2.16 2.38 N/A 1.78 N/A 0.72 N/A N/A 81% w/w crude glycerol Crude glycerol 56% m/v crude glycerol Glycerol 82.8% w/w crude glycerol Pure glycerol 54.35% w/v waste glycerol 10.10 39.30 2.40 13.51 23.80 19.09 11.00 0.58 0.58 0.50 0.41 0.46 0.51 0.61 1.01 2.67 N/A N/A 0.99 1.57 1.34 [104] [106] [72] [74] [59] [9] [52] [20] (Ferreira, T.F. et al., 2012) [74] [40] [55] [116] [90] [60] [37] Glycerol Glycerol Pure glycerol 65.8% w/w crude glycerol Crude glycerol (after removal of floating layer) Pure glycerol 0.885 g/g crude glycerol 85.6% w/w crude glycerol Crude glycerol 95% glycerol 75% w/w crude glycerol Pure glycerol 79.4% w/w crude glycerol 81% w/w crude glycerol 50% w/w diluted crude glycerol 80% w/w crude glycerol Crude glycerol Crude glycerol 82.8% w/w crude glycerol 80% w/w crude glycerol Refined glycerol Crude glycerol 0.885 g/g crude glycerol Glycerol 81% w/w crude glycerol 54.35% w/v crude glycerol 54.35% w/w crude glycerol Glycerol 20.40 N/A 9.94 13.84 61.5 0.62 0.37 0.39 0.53 0.64 2.92 0.53 3.31 1.15 5.00 [15] [119] [124] [87] [115] 104.80 36.10 71.00 29.83 59.15 67.90 63.50 37.70 68.10 > 55.00 40.00 50.10 62.72 36.86 71.1 9.00 18.00 24.30 33.80 14.20 N/A N/A 19.70 0.65 0.59 0.65 0.46 0.64 0.67 N/A 0.67 0.48 0.63 0.68 0.40 0.73 0.23 0.67 N/A 0.66 0.69 0.70 0.69 0.78 N/A 0.59 3.38 0.72 1.00 2.55 2.11 3.50 1.35 0.69 1.62 5.20 2.00 0.90 1.74 0.77 1.51 0.91 6.40 1.2 16.90 1.41 1.27 2.70 N/A [112] [66] [103] [72] [59] [11] [51] [70] [76] [49] [40] [75] [121] [90] [48] [18] [32] [65] [100] [10] [36] [6] [31] Crude glycerol 2.50 N/A 4.80 [39] 54.35% w/w crude glycerol Pure glycerol 85.6% w/w crude glycerol Raw glycerol Glycerol Crude glycerol 81.8% w/w crude glycerol 95% glycerol N/A 28.30 62.00 42.39 67.80 20.1 24.99 86.00 N/A 0.51 0.53 0.59 0.73 0.64 0.58 0.63 3.60 6.80 1.68 2.14 1.04 1.26 6.29 4.20 [6] [19] [102] [126] [53] [122] [17] [59] 80% w/w crude glycerol Glycerol Pure glycerol 64.00 66.00 85.00 N/A 0.61 0.63 1.61 3.43 6.78 [48] [120] Wang et al.[112] C. butyricum DSP1 C. butyricum JKT37 C. butyricum NCIMB 8082 C. butyricum NRRL B-23495 C. butyricum SCUT343–4 C. butyricum VPI 1718 C. diolis DSM 15410 C. freundii AD119 C. freundii ATCC 8090 Fed-batch Continuous Repeated batch Repeated fedbatch Sequential fedbatch C. freundii FMCC-B 294 (VK-19) C. perfringens GYL H. saccharolyticum DSM 6643 K. oxytoca NRRL-B199 K. pneumoniae BLh-1 K. pneumoniae DSMZ 2026 K. pneumoniae GenBank no: 27FHM063413 K. pneumoniae GLC29 K. pneumoniae HE1 L. reuteri FXZ014 S. blattae ATCC 33430 C. butyricum AKR102a C. butyricum DL07 C. butyricum DSM 10702 C. butyricum DSP1 C. butyricum NCIMB 8082 C. butyricum SCUT343–4 C. butyricum VPI 1718 C. diolis DSM15410 C. freundii FMCC-8 C. freundii FMCC-B 294 (VK-19) C. pasteurianum K1 C. perfringens GYL K. oxytoca FMCC-197 K. pneumoniae ATCC 8724 K. pneumoniae BLh-1 K. pneumoniae DSM 4799 L. reuteri RPRB3007 C. beijerinckii B-593 (immobilized) C. butyricum DSM 10702 C. butyricum DSM 5431 (immobilized) C. butyricum VPI 1718 C. freundii DSM 15979 (immobilized) C. freundii DSM 15979 K. pneumoniae GenBank no. 27FHM063413 (immobilized) K. pneumoniae GenBank no. 27FHM063413 (immobilized) P. agglomerans DSM 30077 (immobilized) C. butyricum DSM 4278 (immobilized) C. butyricum DSP1 C. butyricum H304 C. diolis DSM 15410 K. pneumoniae ATCC 8724 (immobilized) K. pneumoniae BLh-1 (immobilized) C. butyricum SCUT343–4 (immobilized) K. pneumoniae DSM 4799 (immobilized) K. pneumoniae LX3 C. butyricum DL07 4.2. Fed-batch operation process. From Fig. 5(a) and (b), the 1,3-PDO yields of different strains range from 0.398 mol/mol to 0.73 mol/mol whilst all bacterial strains have productivities of values between 0.67 g/L.h and 5.2 g/L.h. Among the bacterial strains that undergo fed-batch fermentation, the highest Fed-batch fermentation is a semi-closed system with a systematic feeding of substrate and supplements throughout the cultivation 6 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Fig. 4. Yield and productivity of different native strains under batch fermentation. Data are available from Table 3. Fig. 5. Yield (a) and productivity (b) of different native strains under fed-batch fermentation. Data are available from Table 3. yield of 0.73 mol/mol is obtained by K. pneumoniae ATCC 8724 [121]; on the other hand, C. pasteurianum K1 has the highest productivity of 5.2 g/L.h [49]. In an optimization study conducted by Yang et al. [121], the fed-batch glycerol fermentation with a continuous feed strategy coupled with increased working volume and switch culture pH control by K. pneumoniae ATCC 8724 had produced 62.72 g/L and 0.73 mol/mol of 1,3-PDO at the productivity of 1.74 g/L.h. C. pasteurianum K1 and C. butyricum AKR102a are the two strains with exceptional yield and productivity by the means of fed-batch fermentation. In a study conducted by Kaeding et al. [49], the 1, 3-PDO production in 1 m3 miniplant scale starting from substrate pre­ treatment, fed-batch fermentation by a newly isolated C. pasteurianum K1, until downstream processing was in success; over 55 g/L of 1,3-PDO was produced with 0.63 mol/mol of yield. Apart from C. pasteurianum K1, the non-sterile 200-L fed-batch fermentation of C. butyricum AKR102a on crude glycerol had resulted in a 1,3-PDO titer of 61.5 g/L, a yield of 0.641 mol/mol, and maximum productivity of 5 g/L.h. In brief, there are noticeable improvements in 1,3-PDO productivity for fed-batch operation compared to batchwise cultivation. 4.3. Continuous operation Although a majority of literature deals with glycerol fermentation by microbes under batch or fed-batch conditions, a limited number of publications report on bacterial glycerol metabolism using the contin­ uous mode of operation. Continuous fermentation is an open system where the addition of nutrients and removal of culture broth (cells and metabolites) are carried out simultaneously within fixed volume. Ac­ cording to Fig. 6(a) and (b), the yield and productivity of various strains are in between 0.59 and 0.78 mol/mol and 1.2–16.9 g/L.h, respectively. The highest 1,3-PDO molar yield of 0.78 mol/mol was achieved by Güngörmüşler [36] where modified continuous biofilm reactor (MCBR) was utilized in immobilizing C. freundii DSM 15979 on ceramic supports to ferment biodiesel-derived glycerol. C. butyricum DSM 5431 produced 1,3-PDO with the second highest yield of 0.70 mol/mol and at excellent productivity as high as 16.9 g/L.h [100]. The reason why C. butyricum DSM 5431 can surpass the other strains in terms of yield and produc­ tivity due to the use of a moving bed bioreactor coupled with BCN-009 as the cell carriers [100]. This is the first report on the use of a moving bed bioreactor for glycerol fermentation to synthesize 1,3-PDO, and this configuration helps to enhance liquid mixing, which in turn improves 7 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Fig. 6. Yield (a) and productivity (b) of different native strains under continuous fermentation. Data are available from Table 3. growth conditions in the media bed. Moreover, the continuous operation of the moving bed bioreactor can provide an appropriate environment for C. butyricum DSM 5431 and maintain effective biomass retention. Besides, the continuous production of 1,3-PDO using immobilized cells of C. beijerrinckii NRRL B-593 by glass rushing rings in a packed bed bioreactor successfully achieved a high molar yield of 0.66 mol/mol and 6.4 g/L.h. The continuous operation at a shorter hydraulic retention time (HRT), which is 2 h enables the highest productivity and vice versa for the productivity obtained when applied HRT increases. At HRT of 8 h under the same fermentation condition, C. beijerrinckii NRRL B-593 managed to consume 100% of glycerol and thus, giving 0.77 mol/mol of 1,3-PDO [32]. In summary, continuous cultivation represents a more practical situation of glycerol fermentation by microbes to produce 1, 3-PDO, which gives better insight into this bioprocess commercialization. 4.4. Repeated batch operation Repeated batch is the hybrid feeding strategy by removing a signif­ icant portion of the bioreactor working volume at specified intervals and replacing it with a fresh fermentation medium, where the process is repeated for a few cycles. Repeated batches which utilize a portion of metabolically active biomass as inoculum can reduce the time used for the whole operation due to the elimination of the stage of inoculum growth. This fermentation formula helps to improve the kinetic pa­ rameters of 1,3-PDO production because the microbes can adapt well to the carbon source [102]. Based on the bar charts (Fig. 7(a) and (b)), the molar yield and productivity of various strains are in the range of Fig. 7. Yield (a) and productivity (b) of different native strains under repeated batch fermentation. Data are available from Table 3. 8 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 0.51–0.73 mol/mol and 1.04–6.8 g/L.h, respectively. The attempt of a repeated batch mode of bioreactor operation (empty-and-fill protocol) for 1,3-PDO production using C. diolis DSM 15410 was first reported by Kaur and his coworkers [53]. As depicted in Fig. 7(a) and (b), C. diolis DSM 15410 produces 1,3-PDO with the highest yield and lowest pro­ ductivity, which are 0.73 mol/mol and 1.04 g/L.h respectively [53]. On the other hand, pure glycerol fermentation using immobilized C. butyricum DSM 4278 had resulted in the highest productivity (6.8 g/L. h) but the lowest yield (0.51 mol/mol) under the repeated batch con­ dition [19]. This operation method is analogous to the recycling system in which the dilution rate (D) can be enhanced up to D = µ without cell washout, where µ is the specific growth rate. As such, D increases allowing high productivity of 1,3-PDO. In brief, this cultivation method can serve as the preliminary test of bacterial immobilization before upscaling to continuous operation, to determine the operational stability and biological activity of immobilized cell systems. The fed-batch process is more efficient than the batch process because it can control the growth. Fed-batch cultivation strategy allows a higher cell density due to the extended culture durations resulting from the supply of nutrients systematically. In other words, fed-batch cultivation able to overcome the depletion of nutrients in the culture along with the prevention of high substrate concentration inhibition [48]. Therefore, a higher 1,3-PDO concentration associated with its high yield and productivity could be achieved using a fed-batch system than batch fermentation, as illustrated in Fig. 4 and Fig. 5. To be specific, the strain performance in batch fermentation acts as preliminary data to get a prior understanding before applying fed-batch with improved perfor­ mance. Yet, there are some common obstacles to fed-batch cultivation, such as incomplete substrate fermentation, accumulation of metabolites, extended duration of the process, low productivity, and difficulties in optimizing fermentation conditions (feeding quantity, feeding rate, feeding interval, and feeding time) [102,121]. The common problem in batch and fed-batch is the decline in PDO production at the end of fermentation which might be due to the accu­ mulated product and coproducts. Another issue is that when dealing with a large volume of substrate, the space in batch and fed batch re­ actors are limited, turns out the cells have a finite amount of space in which to grow. One way to combat this issue is through the imple­ mentation of a repeated batch, repeated fed-batch or continuous stra­ tegies where a part of fermentation broth will be removed from time to time. Repeated batch strategy can be denoted as the batch operation repeated using a fill-and-draw process. This kind of operation mode is better than batch and even fed-batch processes. When comparing batch strategy with repeated batch cultivation, the latter can lead to produc­ tivity enhancement due to the prolonged culture’s life in the batch bioreactor, at the same time, reduce the time and effort required in the anaerobic cultivation techniques. Similarly, the merits of repeated batch over fed-batch are the unlimited working volume of the bioreactor and the ease of operation [53]. The enhancement of productivity is in agreement with the results shown in Fig. 7 (repeated batch operation) where the production rates of Clostridium sp. and Klebsiella sp. are higher than those in Fig. 4 and Fig. 5 (batch and fed-batch). Therefore, the repeated batch operation is a result-yielding approach especially suit­ able for anaerobic fermentation, which eliminates the preparation and sterilization steps for a new medium, eradicates osmotic pressure of crude glycerol, enhances culture stability towards contamination, and allows the use of one bioreactor without capacity limitation [53,102, 126]. Apart from that, repeated fed-batch culture is effective in enhancing the productivity of microbial cultures. When a large portion of culture is replaced by a fresh medium repeatedly, the products generated are diluted in each cycle and hence, this can release the inhibition caused by the metabolites or toxins [120]. Then, a higher productivity could be sustained throughout the fermentation period. This fermentative system prevents the seed culture time between two fed-batches to some extent, and hence enhances the overall product productivity [112]. The sequential fed-batch process is a newly established mode of operation which provide the advantage of stable fermentation by inoc­ ulating inoculum at an exponential growth period in a new bioreactor. On top of that, the possibility of fewer cycles in repeated batch and fedbatch fermentation due to the poor seed quality might be resolved by sequential fed-batch. However, this strategy has certain limitations where a lot of expenditure is required to reduce the time taken for seed culture prior to sequential fed-batch cultivation in industrial production [112]. To study the maximum productivity of a strain, continuous culture appears to be an effective strategy [94]. Herein, continuous culture creates a balanced nature of feeding and thence, the achieved steady state allows a long-term production. The accumulation of toxins and products which might cause inhibition over time can be avoided using this fermentative strategy. Continuous production of 1,3-PDO allows the use of a smaller fermenter and eventually results in a higher product 4.5. Repeated fed-batch operation Repeated fed-batch cultivation is similar to repeated batch cultiva­ tion where the repeated fill-and-draw process is carried out in fed-batch mode. A repeated fed-batch glycerol fermentation with immobilized K. pneumoniae DSM 4799 cells in a fixed bed reactor demonstrated by Jun et al. [48] had resulted in a productivity improvement when compared with fed-batch fermentation. Similarly, the 1,3-PDO produc­ tivity of repeated fed-batch culture using K. pneumoniae LX3 was much higher than the original fed-batch culture (1.5 g/L.h), with more than 3.30 g/L.h for repeated fed-batch cultivation in each cycle [120]. In every cycle of removal and replacement of fermentation broth, high cell growth rates that favors 1,3-PDO formation can be restored due to reduced product concentration. In a recent study conducted by Lan et al., the adoption of repeated fed-batch for 1,3-PDO production using a newly identified C. butyricum SCUT343–4 in a fibrous bed bioreactor had led to the production of 86 g/L 1,3-PDO at the yield and productivity of 0.63 mol/mol and 4.2 g/L.h, respectively [59]. 4.6. Sequential fed-batch A novel sequential fed-batch cultivation mode was established and examined for its feasibility in 1,3-PDO production using C. butyricum DL07 by Wang et al. [112]. Before initiating sequential fed-batch fermentation, the seed culture had tripled up in three bioreactors at the rate of decreased inoculum size and increased incubation time from one to another. This strategy is performed by inoculating 2% inoculum containing C. butyricum DL07 cells which are at an exponential phase in the prior bioreactor to the next bioreactor with a fresh fermentation medium. The entire process continues for eight cycles which successfully maintain the 1,3-PDO concentration. As a consequence, 85 g/L of 1, 3-PDO was formed at 0.63 mol/mol and 6.77 g/L.h of yield and over­ all productivity, respectively. It is worth noting that sequential fed-batch fermentation could achieve higher productivity than repeated fed-batch (3.3 g/L.h) in the same study and thus, this cultivation mode possesses a high potential in feasible 1,3-PDO production [112]. 4.7. Comparison between operation modes Batchwise operation is a relatively simple strategy for 1,3-PDO production compared to other modes of biotransformation. This oper­ ation mode is typically suitable for early and rapid experimental stages such as metabolic regulation, optimization of nutrient medium, and inhibitory effect of substrate [121]. Nonetheless, a low biomass con­ centration is the main obstacle in batch cultivation because of the shortage of nutrients. Cell growth happens simultaneously with 1,3-PDO production which is termed as growth-associated 1,3-PDO production; thus, a lower 1,3-PDO titer, yield, and productivity had observed in batch cultivation due to its operational limits. 9 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 yield than batch operation. Moreover, the continuous bioconversion of glycerol using immobilized cells can further increase the product pro­ ductivity due to the increased cell densities, as shown in several research studies [31,36,38,39,57,65,77]. The fermentation with the immobili­ zation system able to provide sufficient biomass without the need for preculture which eliminate the cells’ lag phase, suggesting an acceler­ ated productivity is possible due to reduced reaction time [48]. Other than that, immobilized scheme is superior over suspended system, particularly in the prevention of cell washout at high dilution rates (or low hydraulic retention times), resistance to harsh environment (e.g. high organic loading rates, extreme pH, presence of acetic acid), cell reusability for prolonged periods, protection against shear damage, prolong survival and metabolic activity of cells, and ease of separation [19,31,38,100]. The immobilization techniques applied in 1,3-PDO production are for example, adsorption (polyurethane media, pumice stones, ceramic rings, ceramic balls, polyurethane foam, Vukopor® S10, glass bead, glass rushing rings, stainless steel wire, keramsite, and etc.) and entrapment (calcium alginate beads, polyvinyl alcohol hydrogel, and etc.). In fact, continuous cultivation setup is more complicated and hard to maintain than other strategies; thence, the future research di­ rection should include the study of continuous operation by creating a fluidized bed immobilized bioreactor prototype. Fig. 8 highlights the top-performing strains at respective anaerobic fermentation mode based on the evaluation of both yield and produc­ tivity [15,19,49,59,100,112]. The strains selected (except sequential fed-batch) have both equally high yield and productivity when compared with the other strains at their respective mode of cultivation. Batch fermentation for K. pneumoniae GLC29 and fed-batch cultivation using C. pasteurianum K1 are found to be suitable for obtaining high yield and productivity in respective cases. Interestingly, C. butyricum strains perform well in continuous, repeated batch, repeated fed-batch, and sequential fed-batch cultivation. Based on Fig. 8 and Fig. 6, continuous fermentation obviously stands out among the other culti­ vation methods in terms of yield and productivity; hence, this mode is promising for future industrial microbiology to produce a high added value of 1,3-PDO. In short, repeated fed-batch, sequential fed-batch, and continuous fermentation should be studied intensively in the future to make further improvements in order to meet the requirement of in­ dustrial application. 5. Aeration condition Despite the significance of fermentation operation mode, aeration condition is another key factor influencing the 1,3-PDO producers’ performance. Some microbes can metabolize substrate aerobically whereas most bacteria can assimilate carbon sources anaerobically. In other words, oxidative stress induced by the presence of oxygen in the air would hinder the performance of certain microorganisms in forming 1,3-PDO but some of the microbes will ferment glycerol efficiently under well-aerated conditions. Since 1,3-PDO is a metabolite of the reductive pathway, control of the aeration condition is a theoretical technique to activate the 1,3-PDO biosynthesis. To ensure the feasibility of 1,3-PDO industrial production, aeration condition ought to be one of the pa­ rameters to be studied and optimized for amelioration in product yield and productivity. 5.1. Strict anaerobe The biosynthetic process of 1,3-PDO from glycerol is usually per­ formed anaerobically without any other exogenous reducing equivalent acceptors. In common, the microorganisms which able to consume carbon sources and further break down into 1,3-PDO are comprised of facultative anaerobes, aerotolerant anaerobes and strict anaerobes; they express a functional anaerobic respiratory chain that supports their anaerobic tolerance growth under hypoxia [4]. Members of the strain Clostridium are well known for their strictly anaerobic identity where oxygen exposure is fatal to them as the GDHt is extremely oxygen sen­ sitive. The anaerobic environment in the fermentation vessel is created either by sparging gas (N2, CO2, or gas mixture) or through a self-generated anaerobiosis regime [2,3,9107,112]. The latter is ach­ ieved by the continuous production of CO2 and potentially H2 from the native strain’s microbial metabolism, particularly the decarboxylation of pyruvic acid [9]. In a study by Chatzifragkou and the team, the sole utilization of fermentation effluent gas to create an anaerobic environment had found to reduce the 1,3-PDO concentration produced by C. butyricum VPI 1718 from 70.8 g/L (use of N2 infusion strategy) to 30.5 g/L. The phenome­ non is possibly ascribed to the insufficient self-generated anaerobiosis environment which has caused the partial blockage of phosphoroclastic reaction, eventually leading to the increase in lactate as the main byproduct instead of 1,3-PDO [9]. Likewise, in the study of Wang et al. [112], the direct use of fermentation exhaust gas (CO2 and H2) in the Fig. 8. Best performing strains at different operation mode. 10 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 prior bioreactor as aeration gas for the next fed-batch fermentation had ended up with increased 1,3-PDO productivity yet lower 1,3-PDO yield and higher concentration of butyric acid. In the same study, the employment of H2 to create anaerobic environment has resulted in similar productivity and yield of 1,3-PDO as N2 gassing strategy. Nonetheless, the use of CO2 itself as aerating gas had led to decrease in the concentration and yield of 1,3-PDO as well as had shifted the metabolism to butyric acid when compared to the adoption of N2 gas. In this regard, most of the anaerobic biotransformation of glycerol by Clostridium spp. is carried out in the presence of a high flow of N2 throughout the fermentation to ensure strict anaerobiosis. In an exper­ iment carried out by Chatzifragkou et al., N2 continual sparging enabled an increase of 1,3-PDO yield and biomass formation which was associ­ ated with a decreased production of lactic acid [9]. Under anaerobic conditions, GDHt is expressed for the 3-HPA formation but it becomes inactive during oxygen exposure [46]. For that reason, a strict anaerobic situation should be established for Clostridium spp. to produce fermen­ tative 1,3-PDO from glycerol. However, there is an interesting phenomenon observed by Katarzyna and the team. Clostridium bifermentans strain 535 isolated from the forest soil has high redox potentials, both in anaerobic and microaerobic conditions (95% CO2 and 5% O2); this strain fermented glycerol and produced a higher 1,3-PDO concentration in the presence of oxygen rather than in anaerobic condition. It is noteworthy that this strain shows the possibility of application of microaerophilic conditions, which is profitable from an industrial point of view [50]. still promising in fermenting glycerol without any gas supply which adds merit to the industrial biotechnological application. Klebsiella spp. can ferment glycerol under different aeration condi­ tions (aerobic, microaerobic, and anaerobic). Yet, the diverse species of K. pneumoniae give optimum results at different aeration strategies as shown in Fig. 9. This is in agreement with the statement where the expression of the enzyme (GDH, GDHt, and PDOR) was reported with their respective specific activities under different aeration conditions [114]. Oxygen, as an exogenous electron acceptor helps to improve cell growth and 1,3-PDO production. Too little or too much oxygen supply may be detrimental to the glycerol metabolism of the Klebsiella genera to synthesize 1,3-PDO. In a study by Rossi et al. [89], K. pneumoniae BLh-1 was found to be able to convert glycerol to 1,3-PDO under the aerobic condition of 1.0 vvm of air. Besides, K. pneumoniae HSL4 was the first reported wild strain isolated from a marine environment that led to high PDO concentration (80.08 g/L), yield (0.53 mol/mol), and productivity (2.22 g/L.h) under aerobic fed-batch fermentation (0.5 vvm air) using glycerol as the sole carbon source [129]. Several studies apply microaerobic with or without air sparging on the glycerol fermentation by Klebsiella species. Maintaining micro­ aerobic conditions by supplying 0.04 vvm of air for the degradation of glycerol to 1,3-PDO using K. pneumoniae CGMCC 2028 had successfully produced 1,3-PDO at yield and productivity of 0.41 mol/mol and 4.04 g/L.h, respectively [114]. The mentioned phenomenon is explained by the enhancement of specific activities of enzymes in the dha operon. The four enzymes located on the dha system are DHAK (dhaK), GDH (dhaD), GDHt (dhaB), and PDOR (dhaT) where the last three enzymes’ activities are not suppressed but promoted in the microaerobic fermentation. In the same study, the microaerobic condi­ tion without air sparging throughout the fermentation was employed for K. pneumoniae SU6 [91] and K. pneumoniae G31 [84], both resulting in 0.41 mol/mol of 1,3-PDO. In contrast, another study discovered a low production of 1,3-PDO by K. pneumoniae KKU5 at slightly aerated con­ dition is possibly ascribed to the presence of oxygen [98]. Nonetheless, a critical level of aeration rate in microaerobic cultivation will ultimately help to increase the expression of enzymes in dha operon for facultative anaerobes, according to the literature [114]. Furthermore, Klebsiella spp. can metabolize glycerol anaerobically, which resulted in a higher 1, 3-PDO yield than the other two conditions as indicated in Fig. 9. The phenomenon is possibly attributed to the shift of carbon flux to the oxidative pathway rather than the reductive pathway in the presence of oxygen supply [114]. Anaerobic conditions established at the initial 2 h of cultivation by N2 flow enabled a 1,3-PDO yield of 0.73 mol/mol by K. pneumoniae ATCC 8724 [121]. Also, the glycerol metabolism by K. pneumoniae LX3 able to reach 0.61 mol/mol of 1,3-PDO yield by continuous N2 gassing at 0.4 vvm [120]. As displayed in Fig. 9, the yield of 1,3-PDO under anaerobic conditions, in general, can reach a higher value than in the other two aeration conditions. For instance, the yield of K. pneumoniae BLh-1 obtained under aerobic cultivation (0.18 mol/mol) is much lower than during anaerobic fermentation (0.41 mol/mol), elucidating anaerobic condition is more suitable for the strain [89]. A different phenomenon was observed in glycerol fermentation by K. oxytoca FMCC-197 whereby continual N2 infusion induce a shift of glycerol metabolism to ethanol as the major product whereas the absence of N2 sparging led to the production of 1,3-PDO as the principal metabolite [75]. Thus, the anaerobic condition created by the meta­ bolism gas product (CO2 and H2) coupled with the low-cost of glycerol as the substrate might become the selling point of the facultative microbes for the 1,3-PDO industrial production. Aerobic and microaerobic fermentation are remarkable in elimi­ nating the large volume of pure N2 gas consumption which largely reduce the operating expenditure in commercial production, provided the microbes able to perform well under either of these two conditions. As a matter of fact, anaerobic facultative bacterial strains are usually life-threatening pathogens albeit there is cost-saving advantage in terms of the use of air or relatively inexpensive gas mixture supply. Even 5.2. Aerotolerant anaerobe Besides, Lactobacillus spp. is an aerotolerant anaerobe that is insensitive to oxygen disclosure but without the ability to utilize oxygen. Therefore, the microbes can grow evenly in the medium because of their ability to detoxify toxic forms of oxygen. Typically, anaerobic condition favors the production of 1,3-PDO from glycerol metabolism by Lacto­ bacillus strain. For instance, a fed-batch production of 1,3-PDO from glycerol using resting cells of L. reuteri was performed anaerobically via continuous N2 bubbling [18]. Since Lactobacillus spp. manage to survive in the oxygen-containing environment, the effect of air on the strain performance can be investigated. In an experiment conducted by Zabed et al. [124], the performance of L. reuteri FXZ014 was investigated under three aeration conditions; the microaerobic condition yields the highest 3-HP concentration whilst the anaerobic environment favors maximum 1,3-PDO production. In short, the air tolerance ability helps them to survive which is beneficial in industrial-scale synthesis. 5.3. Facultative anaerobe In contrast to obligate anaerobes such as Clostridium spp. and Halanaerobium spp., facultative anaerobes (Citrobacter spp., Entero­ bacter sp., Hafnia sp., Klebsiella spp., Kluyvera sp., Pantoea sp., Shim­ wellia sp.) have the unique abilities to grow with or without oxygen. These bacteria can adapt well to the changing environment. This means these microbes are aerotolerant, anaerotolerant and able to consume O2 [4]. Thence, the growth of bacteria distributes evenly in the media but the majority is at the oxygen-rich surface. The researchers studied the effect of aeration strategies on the glycerol fermentation by Shimwellia blattae in which the results show insignificant improvement in the yield and productivity when supplying high N2 flow, 0.04 vvm (volume per volume per minute) or 0.08 vvm of air to the bioprocess [87]. Albeit the additional air supply or gas input have little improvement effect on 1, 3-PDO production, this strain is still promising in terms of the ability to adapt to various aeration condition. Likewise, the 1,3-PDO produc­ tion capability of newly isolated C. freundii AD119 and H. alvei AD27 were tested under a condition with neither air supply nor N2 sparging [20]. Although the performance of the aforementioned biocatalysts can be further improved by optimizing the fermentation condition, they are 11 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Fig. 9. Yield of K. pneumoniae strains under different aeration condition. though K. pneumoniae strains give excellent results in 1,3-PDO produc­ tion, they (except K. pneumoniae BLh-1) are opportunistic pathogens which would expose biosafety issues, thus restricting the industrial application. Overall, the anaerobic condition is the best aeration circumstance as it does not require high-power agitation and long-term aeration [40]. the research papers published from 2010–2022, as listed in Table 4. The ability of microorganisms to consume crude glycerol and convert it to valuable chemicals especially 1,3-PDO effectively is pivotal in the way to combat the glycerol glut problem nowadays. Section A in Fig. 10 presents a list of microbes which capable of fermenting glycerol to 1,3PDO whilst section B displays the strains with the capability to with­ stand high initial glycerol concentration which is equal to or more than 60 g/L in the fermentation medium. The bacterial strains listed inside the intersection of the Venn diagram can both tolerate the crude glycerol as well as the high initial concentration in synthesizing fermentative 1,3PDO, which can be further exploited for the large-scale production process. 6. Substrate tolerance In realizing the commercial production of 1,3-PDO via the green biotechnological method, the constraints encountered such as the uti­ lization of crude glycerol as a carbon source and the inhibition caused by the high initial substrate concentration ought to be resolved. The Venn diagram as demonstrated in Fig. 10 summarizes the tolerance of strains towards crude glycerol and/or initial glycerol concentration based on Fig. 10. Tolerance of strains towards crude glycerol and/or high initial glycerol concentration. Data are available from Table 4. 12 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Table 4 Tolerance of 1,3-PDO-producing strains towards crude glycerol and/or high initial glycerol concentration. Bacterial strain Substrate Operation mode C. beijerinckii NRRL B-593 (immobilized) C. butyricum DSM 5431 (immobilized) C. butyricum AKR102a C. butyricum NRRL B-23495 Crude glycerol Continuous Glycerol Crude glycerol 81% w/w crude glycerol 81% w/w crude glycerol 85.6% w/w crude glycerol 0.885 g/g crude glycerol Crude glycerol Raw glycerol C. butyricum VPI 1718 C. butyricum DSP1 C. butyricum DSM 10702 C. butyricum NCIMB 8082 C. butyricum H304 C. butyricum JKT37 C. butyricum DSM 4278 (immobilized) C. butyricum DL07 C. butyricum SCUT343–4 C. diolis DSM 15410 C. freundii DSM 15979 (immobilized) C. freundii ATCC 8090 C. freundii FMCC-8 C. freundii FMCC-B 294 VK-19 C. pasteurianum DSMZ 525 C. perfringens GYL H. saccharolyticum DSM 6643 K. oxytoca FMCC-197 K. oxytoca MIG 01 K. pneumoniae DSM 4799 K. pneumoniae SU6 K. pneumoniae HE-2 (immobilized) K. pneumoniae HE1 K. pneumoniae GenBank no. 27FHM063413 (immobilized) Klebsiella sp. Ana-WS5 K. pneumoniae BLh-1 (immobilized) K. pneumoniae GLC29 K. pneumoniae ATCC 8724 K. pneumoniae L17 K. cryocrescens NBRC 102467 P. agglomerans DSM 30077 (immobilized) S. blattae ATCC 33430 75.40% w/w crude glycerol Crude glycerol 78% crude glycerol 95% glycerol Crude glycerol 54.35% w/v crude glycerol 80% crude glycerol 79.4% w/w Crude glycerol 79.4% w/w Crude glycerol Pure glycerol Crude glycerol 56% m/v crude glycerol Crude glycerol Glycerol 80% w/w crude glycerol 27% crude glycerol Crude glycerol Glycerol Crude glycerol Glycerol 81.8% w/w crude glycerol Biodiesel glycerol Crude glycerol Crude glycerol 79.3% w/v crude glycerol 54.35% w/w crude glycerol 65.8% w/w crude glycerol 1,3-PDO titer (g/L) Yield (mol/ mol) Productivity (g/ L.h) Reference 45.00 18.00 0.66 6.40 Gonen et al.,[32] Continuous 60.00 33.80 0.70 16.9 Suratago, Nootong[100] Fed-batch Batch 20.00 55.00 61.50 32.30 0.64 0.71 5.00 N/A Wilkens et al.,[115] Metsoviti et al.,[74] Continuous 80.00 19.3 0.54 N/A Chatzifragkou et al.,[8] Repeated batch Fed-batch 100.00 62.00 0.53 1.68 70.00 36.10 0.59 0.72 SzymanowskaPowalowska[102] Loureiro-Pinto et al.,[66] Batch Repeated batch Batch 60.00 86.34 32.18 42.39 0.63 0.59 2.38 2.14 Martins et al.,[72] Zhang et al.,[126] 20.80 10.65 0.62 1.33 Tan et al.,[106] Repeated batch Fed-batch 40 12.60 0.42 3.50 Dolejš et al.,[19] 40 94.20 0.63 3.04 Wang et al.,[112] Batch Batch Continuous 80 54.15 92 42.80 26.00 26.1 0.65 0.61 0.56 1.78 0.72 2.47 Lan et al.,[59] Kaur et al.,[52] [36] Batch 16 4.35 0.28 N/A Fed batch 20 37.70 0.67 0.69 (Ferreira, T.F. et al., 2012) Maina et al.,[70] Batch 71.8 31.30 0.54 1.09 Maina et al.,[70] 53.70 39.30 2.40 N/A 0.58 0.50 0.90 2.67 N/A Groeger et al.,[33] Guo et al.,[40] Kivistö et al.,[55] Continuous Batch Batch Initial substrate concentration (g/L) 80 100 5 Fed-batch Batch Fed-batch 40 75.6 40 50.10 15.85 71.10 0.40 0.49 0.67 0.90 N/A 1.51 Metsoviti et al.,[75] Rodriguez et al.,[88] Jun et al.,[48] Fed-batch 60 45.35 0.36 1.94 Batch Batch Continuous 50 70 40 10.50 N/A 2.50 N/A 0.37 N/A N/A 0.53 4.80 Sattayasamitsathit et al., [91] Wong et al.,[117] Wu et al.,[119] Gungormusler et al.,[39] Batch Repeated 70 65 18.40 24.99 N/A 0.58 0.85 6.29 Yen et al.,[123] De Souza et al.,[17] Batch 49 27.60 0.43 2.30 Neto et al.,[80] Fed-batch Batch Batch 40 9.21 20 62.72 2.48 5.28 0.73 N/A N/A 1.74 N/A 0.28 Yang et al.,[121] Kong et al.,[56] Loh, Abel[64] Continuous 40 N/A N/A 3.6 Casali et al.,[6] Batch 30 13.84 0.53 1.15 Rodriguez et al.,[87] 6.1. Crude glycerol the cost incurred for feedstock. The source of substrate will have a substantial influence on the 1,3-PDO production, corresponding to how well the applied strain can fully consume the substrate without any in­ hibition effects. As mentioned in the earlier section, pure glycerol and crude glycerol differs from each other in terms of glycerol content and impurities. A few studies investigate the relationship between crude glycerol as the feedstock and the 1,3-PDO-producing bacteria. Crude glycerol originating from the biodiesel industry will contain a high di­ versity of impurities, such as residual methanol, fatty acid methyl/ethyl ester, fatty acids (e.g., stearic acid and oleic acid), heavy metal ions or A paradigm shifts in fuels and chemicals toward renewable energy and material has drastically elevated biodiesel production and subse­ quently, this has caused a huge accumulation of raw glycerol. A great deal of research effort has been devoted to the utilization of low-quality glycerol as a substrate in microbial conversion since the last decade. The main cost driver of the microbial fermentation to produce 1,3-PDO is the raw material, which accounts for more than 50% of the total expenses [115]; thence, 1,3-PDO yield becomes the parameter to aid in evaluating 13 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 salts, soaps, and matter organic non-glycerol (MONG) [60,78,118]. Theoretically speaking, the impurities content in crude glycerol will act as the inhibitory agent that affect the morphology and metabolism of the bacteria; thence, certain pretreatment is necessary prior to fermentation. Impurities present in crude glycerol had shown a noteworthy impact on the yield and productivity of 1,3-PDO; however, there was no substantial effect on the cell growth of K. pneumoniae DSMZ 2026, particularly the viability and biomass [60]. Gram-positive bacteria such as Clostridium spp. are generally more susceptible to crude glycerol than gram-negative microbe like Klebsiella spp. [10,78]. In this regard, the raw glycerol was pretreated with acid to get rid of soap and free fatty acids for C. butyricum strains consumption which ended up in an improved 1, 3-PDO concentration [78]. Also, pretreatment of biodiesel-derived crude glycerol using ion exchange resins was carried out to remove impurities; the pretreated glycerol fermentation by C. butyricum DSM 10702 had resulted in the improvement of 1,3-PDO productivity from 0.52 g/L.h to 0.99 g/L.h [66]. The use of pretreated glycerol by C. butyricum AKR102a [115] and C. butyricum JKT 37 [106] had led to notable performance increases compared to crude glycerol. Due to discrepancies in the tolerance of microbial strains to crude glycerol impurities, the findings of several works of literatures are controversial. The researchers found out that K. pneumoniae DSM 4799 utilizes raw glycerol more effectively than pure glycerol, through the evidences of higher 1,3-PDO concentration and productivity obtained by raw glycerol [48]. Besides, C. butyricum VPI 1718 possesses the adapt­ ability to high concentrations of NaCl, presence of stearic acid and methanol, indicating a wide spectrum of raw glycerol is possible to be used for this specific strain [10]. A similar finding was discovered by researchers where C. butyricum B-23495 is promising in consuming 55 g/L of 81% w/w crude glycerol under batch anaerobiosis and even­ tually manage to produce 32.3 g/L of PDO with a yield of 0.71 mol/mol [74]. This interesting finding indicates that the impurities present in raw glycerol have insignificant adverse effects upon bacterial glycerol fermentation. Rodriguez and coworkers discovered that the substrate uptake rate, biomass growth, and final 1,3-PDO concentration of raw glycerol fermentation by Shimwellia blattae ATCC 33430 are higher than that obtained in pure glycerol degradation; this scenario is possibly ascribed to the phosphates and salts present in crude glycerol which create a pH buffer for fermentation medium in the early stages, and subsequently improve the biocatalyst’s fermentation performance [87]. Similarly, the presence of few impurities in crude glycerol has an insignificant inhibitory effect on the fermentation by K. oxytoca FMCC-197 [75], C. perfringens GYL [40], and C. butyricum DL07 [112] as well. Fig. 10 displays some examples of strains which can utilize crude glycerol directly for 1,3-PDO synthesis. In brief, since the oil types, catalysts, alcohols, and specialized biodiesel technologies for respective manufacturers vary, the effects of crude glycerol’s impurities on 1, 3-PDO production performance cannot be ruled out and should be emphasized for feasible industrial biotechnological application. concentration of glycerol was applied [35]. The negative effect of high initial glycerol concentration or high concentration feeding is often associated with the significant residual glycerol concentration at the end of fermentation. Consequently, the cell metabolism and substrate diffusion in the fermentation medium would be greatly affected [121]. Also, the high viscosity of the system resulting from the high concen­ tration of residual glycerol will act as a physical barrier to mass transfer. No amelioration of 1,3-PDO production at high initial glycerol concen­ tration indicates the channel of carbon flow toward the formation of organic acids instead of biomass and 1,3-PDO [59]. Based on the literature, the typical initial substrate concentration is in between 20 and 60 g/L [76,87,100,106,118]. Several studies on the effect of initial glycerol concentration reveal that the maximum initial glycerol concentration is recommended at 60 g/L to maintain microbial activity and prevent impediment of 1,3-PDO production [100,123]. Very high glycerol concentration will lead to incomplete substrate consumption by microbes, for example, K. pneumoniae CGMCC 2028 [114] and C. freundii FMCC-B 294 (VK-19) [76], at the same time, excess substrate is inhibitive to cell growth or might enhance lactic acid pro­ duction. This means the shift of the pathway from acetic acid (formation of ATP) to ethanol and lactic acid will increase the competition for NADH2 with 1,3-PDO, resulting in a low titer and conversion yield of the targeted product [114]. In general, a higher substrate concentration will lead to a greater amount of byproducts ultimately [104]. Loureiro-Pinto et al. observed that the maximum 1,3-PDO titer synthesized by C. butyricum DSM 10702 corresponded to 70 g/ L of crude glycerol where more than 100 g/L of glycerol concentration gave a marked inhibitory effect on the fermentation [66]. As such, a high initial sub­ strate concentration does not favor efficient 1,3-PDO production due to the suicidal inactivation of glycerol dehydratase (GDHt) of Clostridium spp. in the reductive metabolic pathway [41]. Still, the tolerance toward initial glycerol concentration differs among the strains. There are quite a few microorganisms manage to endure high initial glycerol concentration of above 60 g/L, as listed in Fig. 10. For instance, 140 g/L of glycerol was converted to 67 g/L of 1,3PDO in batch fermentation by C. butyricum DSP1, which indicates C. butyricum DSP1 has a high tolerance of osmotic pressure at high glycerol concentration [104]. C. perfringens GYL had been tested on the tolerance of different glycerol concentrations; it is a powerful strain which able to grow at initial pure glycerol concentrations of 200 g/L and 120 g/L of crude glycerol [40]. Similarly, 115 g/L of glycerol was used by C. butyricum SCUT343–4 from an initial glycerol concentration of 140 g/L for glycerol metabolism [59]. Besides, for the case of Klebsiella spp., a high glycerol concentration can encourage the 1,3-PDO forma­ tion by limiting the channel of carbon flux into glycolysis which generate pyruvate-derived byproducts such as ethanol [89]. Yet, 140 g/L is the critical concentration that causes weak 1,3-PDO pro­ duction, reduced number of bacterial cells, and weaken cells’ metabolic activity [104]. The biodiesel manufacturing process and its raw mate­ rials will cause a different composition of crude glycerol, thus, the extent of tolerance of initial substrate concentration might differ among 1, 3-PDO-producing strains. Nonetheless, higher substrate concentrations are essential to improve production efficiency. To enable the effective use of high glycerol concentration by microbes, other stress factors like toxic metabolites in fermentation should be taken into consideration. 6.2. Initial glycerol concentration Glycerol concentration is regarded as an imperative limiting factor in fermentation. The concentration of glycerol will directly affect the metabolic flux distribution and induce osmotic pressure inside the cell that to a certain extent, can cause damage to the microorganisms in the event of the excessive residual substrate [103]. According to the liter­ ature, both lower and higher glycerol concentration will eventually decrease 1,3-PDO productivity. At low or high glycerol concentrations, glycerol passes the membrane by glycerol uptake facilitator protein (glpF) or via passive diffusion, respectively [80]. In the case of low substrate concentration, the transport of itself across the membrane is apparent until little glycerol remains for bioconversion [15]. In a pro­ teomic study of C. butyricum strain, the expression levels of enzymes in both oxidative and reductive were found reduced in addition to lower cell growth rate and substrate consumption rate when an elevated 7. Formation of 1,3-propanediol and other metabolites A wide range of metabolites is produced by indigenous bacteria with the ability to metabolize carbon sources. Table 5 summarizes the possible metabolites generated via microbial glycerol fermentation which was investigated in several research papers and the bold com­ pounds are normally found in huge amounts. Even though a high 1,3PDO concentration is desired at the end of fermentation, concentrated 1,3-PDO accumulated in the broth will indeed inhibit cell growth and 1,3-PDO production as well [120]. 1,3-PDO is more inhibitory than 14 K.Y. Tey et al. Journal of Environmental Chemical Engineering 11 (2023) 110998 Subsequently, a large amount of energy is used to remove hydrogen ions from the cell via proton pumps [102]. Other than acetic acid and butyric acid, production of lactic acid by Clostridium spp. is possibly due to some blockage of the usual fermentation pathways, lack of iron for further break-down of pyruvate, carbon monoxide gassing, the substrate in excess or insufficient anaerobiosis condition [9,66]. Consequently, the abundant organic acids contained in fermentation broth will decrease culture pH rapidly and thus causing inhibition of cell growth and 1, 3-PDO metabolic pathways in those organic acids-producing strains. To be clear, the premature cessation of those organic acid-producing strains’ growth, as well as incomplete substrate consumption will occur because of the culture acidification. Thus, switching pH control appears as an effective strategy to obtain the target products [121]. Typically, the terrestrial strains were reported to have decreased 1, 3-PDO production owing to the toxic effects caused by the high quan­ tity of byproducts such as acetic acid and lactic acid in the culture broth. Conversely, K. pneumoniae HSL4 isolated from mangrove sediment is a salt-tolerant strain that also partly resistant to the salt of acetic acid and lactic acid (acetate and lactate) up to 6.0 g/L and 9.0 g/L, respectively [129]. The other byproducts formed in fermentation broth will bring sig­ nificant impacts to the 1,3-PDO production. The mixture of organic acids and alcohol in fermentation broth will exhibit an extremely strong in­ hibition to cell growth. The flux from glycerol to 1,3-PDO for K. pneumoniae CGMCC 2028 will be reduced when a greater amount of 2,3-BDO and lactic acid is formed, as these metabolites consume NADH2 [114]. Furthermore, a lower ethanol formation indicates more reducing power of NADH available for 1,3-PDO production [120]. As such, the 1, 3-PDO production will compete with the formation of all byproducts that possibly produced during fermentation, which leads to a reduced 1, 3-PDO yield. These evidences demonstrate that the formation of byproducts should be minimized to ensure a higher yield of 1,3-PDO. Thence, Clostridium spp. is a promising cell factory in terms of lesser byproducts formed at the end of fermentation with appreciable yield and productivity. The coproduction of byproducts with 1,3-PDO will compromise the yield of 1,3-PDO and increase the complexity of product purification. The tolerance to 1,3-PDO, organic acid, and salt will assist the development of large-scale fermentation. Table 5 Metabolites produced by species of Citrobacter, Clostridium, and Klebsiella. Species Citrobacter spp. Clostridium spp. Klebsiella spp. Byproducts 1,3-PDO Acetic acid Ethanol Formic acid Lactic acid Succinic acid 1,3-PDO 2,3-BDO Acetic acid Citric acid Ethanol Formic acid Lactic acid Succinic acid H2 References [2,20] 1,3-PDO 2,3-BDO (only C. beijerinckii) Acetic acid Butyric acid Ethanol Formic acid Lactic acid n-butanol Succinic acid H2 CO2 [32,35,49,50] [60,114,119] glycerol as the former will affect PDOR negatively and eventually cause an accumulation of 3-HPA, an anti-microbial agent that is strongly toxic to cells [41,59]. Nonetheless, C. butyricum VPI 1718 was found to have excellent resistance to a high 1,3-PDO concentration of more than 70 g/L, indicating the strain is superior in adapting to the culture environment [8]. From Guo et al. [40] investigation, C. perfringens GYL can tolerate 1,3-PDO production up to roughly 70 g/L. Yet, the high osmotic pressure of concentrated 1,3-PDO which lead to increased cellular fluidity will damage the bacterial cell and even worst will cause cell death. In this regard, the removal of fermentation broth by interval or continuously might help to lessen the effects of 1,3-PDO concentra­ tion towards strain performance as the concentration are being diluted. Apart from that, the increased concentration of the other metabolite will induce toxic stress that has noteworthy influences on 1,3-PDO production [103]. Microbial glycerol metabolism will yield a number of cometabolites such as 2,3-BDO, acetic acid, butyric acid, citric acid, ethanol, formic acid, lactic acid, n-butanol, succinic acid, H2, CO2 which varies accordingly based on the bacterial species. Almost all of the 1, 3-PDO producers produce acetic acid, ethanol, formic acid, lactic acid, and succinic acid, according to Table 5. Only Enterobacteriaceae (and Clostridium beijerinckii) will produce 2,3-BDO whereas butyric acid and n-butanol are merely produced by Clostridium [40]. Kluyvera cry­ ocrescens was found to produce n-butanol and acetone alongside 1, 3-PDO [64]. Typically, acetic and butyric acids are the usual end-fermentation byproducts produced by almost all members of Clos­ tridium as they possess the B12-independent GDHt. C. freundii and H. alvei mainly produce organic acids (e.g., acetic acid, lactic acid) with 1, 3-PDO; K. pneumoniae produce mostly alcohols (e.g., 2,3-BDO, ethanol) as coproducts [20]. Besides, fermentation effluent gases like CO2 and H2 are detectable in the fermentation of some species of Clostridium. The yield of the desired principal product greatly relies on the combination and stoichiometry of oxidative and reductive pathways [50]. The 1,3-PDO production greatly relies on the reducing power generated from pyruvate oxidation in the metabolic pathway. A greater yield of 1,3-PDO can be achieved when it is produced along with acetic acid as the sole metabolite in the oxidative pathway. As a matter of fact, 1,3-PDO and acetic acid formation are cell growth-associated [120]. In the case of Klebsiella spp. and Clostridium spp., as each acetic acid molecule is formed from the pyruvate pathway, an additional ATP is formed at the same time, available for biomass synthesis. On the other hand, more energy generation (ATP) and biomass are produced from butyric acid formation than acetic acid for the fermentation using Clostridium spp. as the 1,3-PDO producing strain [66,125]. Nonetheless, it should be noted that in the case of Clostridium spp., the production of other metabolites in glycerol oxidative pathways (except acetic acid) will compete with 1,3-PDO synthesis because all of them are NADH2-needing. On the contrary, the weak acids present in the culture will undeni­ ably increase the concentration of hydrogen ions around the cells and inside the cells after extracellular and intracellular dissociation. 8. Conclusion Biodiesel-derived crude glycerol has emerged as the abundant and essentially low-prized feedstock for the environmentally benign micro­ bial conversion to value-added products; the present scenario coupled with the existence of numerous microorganisms born with the capability of fermenting glycerol into 1,3-PDO making this bioproduction an attractive option for further research and development. This biotech­ nology is anticipated to resolve waste management problems and at the same time, fully replace the conventional energy intensive chemical synthesis process of 1,3-PDO. A variety of native bacterial strains were investigated on their glycerol fermentabilities to produce 1,3-PDO under different modes of cultivation; continuous fermentation possesses certain robustness over the other operational processes in terms of yield and productivity, while fed-batch enables high titer. Among the different oxygen gaseous requirement, glycerol fermentation under anaerobic condition is desirable to ensure the best performance of strict anaerobes which able to give high product yield and productivity. Be­ sides, the very osmotolerant microorganisms with insignificant response towards high initial substrate and impurities in the crude glycerol are desirable for future industrial 1,3-PDO production. The formation of byproducts (alcohols, organic acids, and effluent gases) is inevitable during the fermentation process but should be minimized to ensure the maximum yield of 1,3-PDO. 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Since there are numerous bacterial strains which have been tested with their glycerol-fermenting ability on a lab-scale fermentation, the future study should move forward to the scaling-up of microbial 1,3-production using those high-performing microorganisms. There are limited studies on the production of micro­ bial 1,3-PDO from glycerol fermentation in larger bioreactors or fer­ menters under continuous operation. By doing so, a more realistic performance of certain microorganisms for fermenting glycerol can be assessed, and then further move on to industrial scale of 1,3-PDO pro­ duction. Besides, bacterial immobilization should be explored further to break through the bottleneck of productivity by increasing the cell concentration and its tolerance towards the fluctuating environment conditions. Techno-economic analysis should be derived to provide in­ sights on the feasibility of such biotechnologies in multiple aspects. Besides, future studies should focus on cost-cutting solutions in the in­ dustrial context. For instance, the high price of N2 sparging gas and the difficulty in maintaining large-scale strict anaerobic conditions have always been the bottlenecks for commercialization. The microaerobic study (oxidoreductive potential/redox potential) on strict anaerobic strain had been conducted; thus, it is suggested to carry out a related study to either explore new strains with such capability or discover the potential of currently available microbes. The direct utilization of crude glycerol is a huge advantage in the aspect of industrial capital costs; however, the impurities content might influence the performance of strain as well as the downstream processing. As such, a simple yet effective pre-treatment process of crude glycerol should be developed to overcome the aforementioned limitation. Declaration of Competing Interest The authors declare the following financial interests/personal re­ lationships which may be considered as potential competing interests: Tan Jian Ping reports financial support was provided by Ministry of Science, Technology and Innovation Malaysia (MOSTI). Tey Ker Yee reports financial support was provided by Malaysia Toray Science Foundation (MTSF). Tan Jian Ping reports financial support was pro­ vided by Xiamen University - Malaysia. Data Availability No data was used for the research described in the article. Acknowledgement This material is based upon work supported by the Ministry of Sci­ ence, Technology and Innovation Malaysia (MOSTI) under Technology Development Fund 1 (TeD 1), [project number TDF07211418]; Malaysia Toray Science Foundation (MTSF) [grant number 220527STRG0160]; Xiamen University Malaysia Research Fund (XMUMRF) [project number XMUMRF/2022-C10/IENG/0047]. References [1] D. Agrawal, M. Budakoti, V. 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