Rui Xuab,
Zhaohui Yang*ab,
Ting Chenab,
Lijun Zhaoab,
Jing Huangab,
Haiyin Xuab,
Peipei Songab and
Min Liab
aCollege of Environmental Science and Engineering, Hunan University, Changsha 410082, P. R. China. E-mail: yzh@hnu.edu.cn; Fax: +86-731-88822829; Tel: +86-731-88822829
bKey Laboratory of Environmental Biology and Pollution Control (Hunan University), Ministry of Education, Changsha 410082, P. R. China
First published on 9th November 2015
The linkage between reactor performance and microbial extracellular polymeric substances (EPS) was investigated in three groups of semi-continuous mesophilic anaerobic co-digestion (ACoD) systems, treating municipal waste sludge (MWS) with food waste (FW) with different fat, oil and grease (FOG) contents. The addition of FOG to the test reactors enhanced the co-digestion process significantly in terms of reactor performance and microbial activity. During the process, no major variations in pH and VFA/Alk were observed. Moreover, the daily yield of biogas peaked at 810.3 mL per g VSadded when the FOG load reached 42% of volatile solids (VS), with an organic loading rate (OLR) of 5.2 g VS L−1 d−1 and a hydraulic retention time (HRT) of 20 days. However, an excessive FOG load (55% of VS) reduced biogas production by 40.3% when compared with the control unit (539.3 mL per g VSadded). At the end of digestion, 195 L, 381 L and 351 L cumulative biogas were obtained in the three systems, respectively. Further analysis of extracellular polymeric substances (EPS) showed that the accumulation peaked at 648.5, 772.3 and 640.9 mg L−1 with the optimal digestion parameters, respectively. The proportion of LB-EPS was always less than that of TB-EPS, which accounted for about 40% and 60%. The FOG-enhanced systems (R2 and R3) produced considerably higher levels of EPS than the control system (R1) for both humic acid substances (HS) and proteins (PN). Moreover, variations in EPS revealed that the three systems experienced an accommodation phase followed by a vigorous phase and an exhausted phase with elevated levels of added FOG. However, enhanced units may undergo exhaustion prematurely due to “doping” phenomena.
Therefore, a readily available high-organic-content and highly biodegradable waste such as food waste (FW) is recognized as a desirable co-substrate material. Anaerobic co-digestion (ACoD) may substantially increase biogas yield due to the presence of abundant fat, oil, and grease (FOG) in FW.6 Furthermore, FOG has frequently been stated to effectively increase biogas production by 30% or more when directly added to an anaerobic digester based on its theoretical methane potential (1430 mL per g VSadded).9,10 Previous studies discussed concerns about inhibition or the potential for inhibition during ACoD. In fact, high FOG contents of organic wastes can lead to the accumulation of inhibitory compounds such as long-chain fatty acids (LCFAs), resulting in disturbances to the process by affecting the microbial composition.11,12 LCFAs, which are the primary component of FOG present in FW, are degraded anaerobically via the β-oxidation pathway to acetate and H2, which are subsequently converted into methane. β-Oxidation begins when fatty acids are activated by coenzyme A and subsequent oxidation leads to the release of acetyl CoA and the formation of a fatty acid chain.13 One concern is that LCFAs may have a detrimental effect on methanogenic bacteria when introduced at sufficiently high concentrations or loading rates. Researchers have suggested that the detrimental effect on methanogenic bacteria may be due to: sludge flotation and washout; transport limitations due to bacteria being coated by a layer of LCFAs, thereby reducing the cells' access to substrates and ability to release biogas; or a toxic effect of LCFAs on methanogenic bacteria. Digester foaming is another operational concern associated with anaerobic digestion of lipids.3 Foaming can result in inefficient gas recovery, an inverse solids profile with higher concentrations of solids at the top of a digester, blockages of gas mixing devices, and fouling of gas collection pipes.14 Therefore, it is crucial to reach a practicable compromise between waste treatment capacity and biogas yield without causing operational instability.
AD occurs via four main steps, namely, hydrolysis, acidogenesis, acetogenesis and methanogenesis,15 which rely on different microbial communities with all species living together in symbiotic associations. Therefore, it is necessary to determine the different digestion parameters that influence communities and optimize microbial activity. However, as most previous research has focused on the diversity and dynamics of microbial communities, little information is available to specifically address the role of microbial metabolism in the digestion process. Extracellular polymeric substances (EPS) in biological sludge treatment systems are a general feature of microbial communities. The production and composition of EPS mainly arise from active bacterial secretion, shedding of cell surface material, cell lysis and desorption from the surface of an external matrix.16 EPS are composed of a variety of organic substances, including carbohydrates and proteins, as the major constituents and humic substances, uronic acids and nucleic acids in smaller quantities.17 It is notable that EPS partly result from microbial metabolism and therefore is affected by the composition and activity of a microbial community.18 In addition, recent suggestions have identified parameters, such as oil, grease, volatile fatty acids, detergents, proteins and products (EPS) of the metabolic activity of microorganisms, as causes of foaming in anaerobic digestion.19 Better insight into the degradation pathways and by-products of these compounds during ACoD could provide additional information on the relationship between microbial response and digestion performance. Therefore, it is worth investigating whether a FOG-enhanced ACoD system affects the accumulation of EPS.
This study investigated the influence of different FOG contents on ACoD of MWS and FW systems. The stability and general performance of the digestion process are discussed separately. The characteristics of microbial metabolism are discussed in terms of EPS by detecting polysaccharides, proteins, humic acid substances and nucleic acid components. Further investigation is a matter of great interest not only in terms of deepening the understanding of biological sludge treatment, but also in improving the efficiency of such treatment via the optimization of operational parameters.
000 tons of wastewater (90% domestic and 10% industrial sewage) by an oxidation ditch process. Raw food waste (RFW) was collected over 5 consecutive working days from a typical Chinese restaurant in Changsha, China. The collected samples were transported to the laboratory within 1 h and stored at 4 °C for no more than 3 days.
Prior to pumping into the digestion reactors, (i) primary sludge was thickened by gravity for 6 h at 4 °C with the decantation of supernatant. The sediment seed sludge (SS) was sealed in a glass bottle with crimped butyl rubber stoppers and purged with nitrogen for 2 min to create anaerobic conditions. The bottle was subsequently incubated at 37 °C in a shaking incubator at 100 rpm for 15 days as an anaerobic adaptation period. (ii) RFW was squeezed thoroughly by a cement compressor (YAW-300C, Hengda), followed by a Soxhlet extraction method20 to eliminate FOG. (iii) MWS and FW were smashed and pasted, respectively, using an electric food grinder (XTL-767, IFAVORITE). (iv) Post-treated MWS, FW and FOG were stored at 4 °C until utilization. All of them were brought to room temperature before being added to the digester. The characteristics of the SS and substrates are summarized in Table 1.
| Item | Type of raw material | ||||
|---|---|---|---|---|---|
| SS | MWS | FW | CoSub | FOG | |
a SS = seed sludge; MWS = municipal waste sludge; FW = food waste; CoSub = co-substrates of municipal waste sludge with food waste at a TS ratio of 1 : 1; FOG = fat, oil, and grease; VFA = volatile fatty acid. |
|||||
| Density (g mL−1) | 0.9 ± 0.1 | 1.2 ± 0.1 | 1.0 ± 0.1 | 1.1 ± 0.1 | 0.9 ± 0.1 |
| pH | 7.6 ± 0.1 | 7.4 ± 0.1 | 4.6 ± 0.1 | 6.3 ± 0.1 | 4.3 ± 0.1 |
| sCOD (g L−1) | 0.4 ± 0.5 | 17.9 ± 10 | 103.1 ± 20 | 51.1 ± 20 | 123.0 ± 20 |
| Moisture (%) | 95.4 ± 0.1 | 75.0 ± 0.1 | 60.9 ± 0.1 | 69.5 ± 0.1 | 21.3 ± 0.1 |
| TS (g L−1 substrate) | 40.6 ± 0.2 | 289.9 ± 0.2 | 402.4 ± 0.2 | 333.7 ± 0.2 | 724.5 ± 0.2 |
| VS (g L−1 substrate) | 13.3 ± 0.2 | 113.6 ± 0.2 | 389.7 ± 0.2 | 221.2 ± 0.2 | 718.0 ± 0.2 |
| VS/TS (%) | 31.0 ± 0.2 | 39.0 ± 0.2 | 96.0 ± 0.2 | 61.2 ± 0.2 | 99.0 ± 0.2 |
| VFA (mg L−1) | 617.8 ± 0.5 | 5118.2 ± 0.5 | 2965.0 ± 0.5 | 4278 ± 0.5 | 6371.2 ± 0.5 |
| Alkalinity (mg L−1 as CaCO3) | 1645.8 ± 0.5 | 736.7 ± 0.5 | 2664.6 ± 0.5 | 1488 ± 0.5 | 1136.4 ± 0.5 |
| C/N (w/w) | 5.6 ± 1.0 | 7.4 ± 1.0 | 37 ± 1.0 | 21.9 ± 1.0 | 15 ± 1.0 |
:
1. The R1 group received only a mixture of co-substrates based on a percentage of the “safe” organic loading rate (OLR) at 3.0 g VS L−1 d−1 (g volatile solids per reactor volume per day) as a control, according to the optimized results of our preliminary assessment.6 The R2 group received a mixture of co-substrates as well as different FOG contents (4, 6, 8 and 10 mL in 4 periods) as a test. The R3 group received equivalent amounts of co-substrates and FOG contents as R2. However, the HRT of R3 (15 days) was shorter than that of R2 (20 days), to increase the FOG load indirectly via the HRT. The selection of FOG test contents and HRT was based on the ratio of fresh FW ingredients (FW
:
FOG = 1.7
:
1, m/m) and the fact that most Chinese anaerobic digestion facilities are currently operated at a HRT of 15–18 days. In both R2 and R3, the VS proportions of FOG in the feed were 33%, 42%, 49% and 55% for periods I, II, III, and IV, respectively, as shown in Table 2. All reactors were constantly mixed by magnetic stirrers (RW 205DS1, IKA Works, Inc., USA) at a uniform speed of 200 rpm and the running program was set to 1 h on, then 2 h off. Reactors were immersed and controlled in a water bath within the range of 35 ± 1 °C using bolt electric heating rods. Plastic film was also applied to the top to minimize heat loss. The pH value during this study was not adjusted. Effluent samples were taken every 2 days for the subsequent analysis of anaerobic digestion performance and microbial EPS. Biogas production was measured on a daily basis.
| Period | Group | Substrate (units) | HRT (d) | OLR (g VS L−1 d−1) | FOG% (VS%) | Relative loading (%) |
|---|---|---|---|---|---|---|
| a CoSub = co-substrates of municipal waste sludge with food waste (no FOG contents); FOG = fat, oil, and grease; OLR = organic loading rate. Each reactor was employed in triplicate. | ||||||
| I (1–30 d) | R1(1,2,3) | CoSub | 20 | 3.0 | 0 | 100 |
| R2(1,2,3) | CoSub + FOG (4 mL) | 20 | 4.5 | 33 | 150 | |
| R3(1,2,3) | CoSub + FOG (4 mL) | 15 | 4.5 | 33 | 150 | |
| II (31–60 d) | R1(1,2,3) | CoSub | 20 | 3.0 | 0 | 100 |
| R2(1,2,3) | CoSub + FOG (6 mL) | 20 | 5.2 | 42 | 170 | |
| R3(1,2,3) | CoSub + FOG (6 mL) | 15 | 5.2 | 42 | 170 | |
| III (61–90 d) | R1(1,2,3) | CoSub | 20 | 3.0 | 0 | 100 |
| R2(1,2,3) | CoSub + FOG (8 mL) | 20 | 5.9 | 49 | 200 | |
| R3(1,2,3) | CoSub + FOG (8 mL) | 15 | 5.9 | 49 | 200 | |
| IV (91–120 d) | R1(1,2,3) | CoSub | 20 | 3.0 | 0 | 100 |
| R2(1,2,3) | CoSub + FOG (10 mL) | 20 | 6.7 | 55 | 220 | |
| R3(1,2,3) | CoSub + FOG (10 mL) | 15 | 6.7 | 55 | 220 | |
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| Fig. 1 pH and VFA/Alk ratio in three groups of anaerobic co-digestion reactors during 120 days of operation. | ||
Simultaneously, along with the addition of FOG to R2 and R3, a substantial increase in the VFA/Alk ratio was observed during period I. When the FOG content increased to 42% (on the basis of VS), this ratio rapidly rose to peak values of 0.47 and 0.56 for R2 and R3, respectively, on day 31. These values, which are close to the threshold, indicate that low system stability and an unfavorable balance between acidogenic and methanogenic microorganisms emerged, resulting in acidification of the digester. Nutritional balance with the addition of FOG depends on faster hydrolysis and acidogenesis steps, which might generate large amounts of VFA and a drop in pH. Excessive VFA production can reportedly inhibit the digestion process.27 However, the accumulated VFA were gradually utilized by predominant methanogens in the following days. The ratio was well above the limit and decreased to 0.2 without artificial assistance until day 60. Typically, this ratio in R3 was slightly higher than in R2 during days 1 to 60. One reason might be that the shorter HRT in R3 induced more washout of active methanogens during effluent removal and then OLR increased indirectly when an equal load was received.
Fluctuations in the pH and VFA/Alk ratio revealed that FOG might disturb the system stability, and a longer accommodation period was required (60 days in R2 and R3, compared with 40 days in R1). During periods III and IV (FOG VS% of 49% and 55%), no major variations occurred in pH and VFA/Alk, which may be explained by the fact that the FOG load in this study was acceptable and the potential for higher loading could be investigated.
| Parameter | Period I | Period II | Period III | Period IV | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| R1 | R2 | R3 | R1 | R2 | R3 | R1 | R2 | R3 | R1 | R2 | R3 | |
| VS (g L−1) | 15.6 ± 0.7 | 20.1 ± 0.7 | 17.4 ± 0.3 | 16.1 ± 0.3 | 21.2 ± 0.7 | 19.6 ± 0.4 | 16.4 ± 0.3 | 18.8 ± 0.3 | 16.7 ± 0.2 | 15.6 ± 0.2 | 16.9 ± 0.2 | 14.9 ± 0.2 |
| VS/TS (%) | 36.9 ± 1.4 | 46.3 ± 1.5 | 44.3 ± 1.4 | 43.2 ± 1.9 | 53.0 ± 1.7 | 54.8 ± 1.6 | 48.8 ± 1.1 | 55.1 ± 1.9 | 51.8 ± 1.3 | 53.5 ± 1.3 | 54.0 ± 2.0 | 55.9 ± 1.8 |
| sCOD (mg L−1) | 440.2 ± 13.2 | 1257.6 ± 31.5 | 1148.0 ± 27.7 | 553.8 ± 11.5 | 1533.5 ± 31.2 | 1302.1 ± 20.8 | 550.2 ± 11.9 | 725.6 ± 12.0 | 718.1 ± 9.3 | 552.2 ± 9.7 | 699.4 ± 8.4 | 689.8 ± 9.6 |
| sCOD reduction (%) | 61.8 ± 1.7 | 67.7 ± 1.9 | 63.8 ± 2.2 | 60.2 ± 2.4 | 69.6 ± 1.8 | 64.4 ± 2.0 | 61.0 ± 1.3 | 74.2 ± 1.9 | 70.9 ± 1.9 | 61.5 ± 1.7 | 77.1 ± 2.1 | 75.7 ± 2.2 |
| Biogas yield (mL d−1) | 1504 ± 20.8 | 2698 ± 33.6 | 2552 ± 37.5 | 1672 ± 21.0 | 4181 ± 34.6 | 3493 ± 29.3 | 1690 ± 17.6 | 3604 ± 31.7 | 3550 ± 29.6 | 1618 ± 16.8 | 2219 ± 18.3 | 2123 ± 19.7 |
| Biogas yield (mL per g VSadded) | 501.3 ± 6.9 | 611.3 ± 7.5 | 578.5 ± 8.4 | 557.5 ± 7.1 | 810.3 ± 6.7 | 677.2 ± 5.7 | 563.6 ± 5.9 | 613.0 ± 5.4 | 603.8 ± 5.0 | 539.3 ± 5.6 | 336.2 ± 2.8 | 321.8 ± 2.9 |
| Biogas promotion (%) | — | 21.9 ± 7.1 | 15.4 ± 7.3 | — | 45.3 ± 6.8 | 21.5 ± 5.9 | — | 8.8 ± 5.9 | 7.1 ± 5.3 | — | −37.7 ± 4.7 | −40.3 ± 4.9 |
Furthermore, the final percentages of sCOD removal in R2 and R3 reached 77% and 75%, respectively, compared with 61% in R1. Two FOG-enhanced digestions resulted in dramatically higher sCOD removal rates, which were consistent with other studies reported that a high content of organic materials has a positive effect on co-digestion processes.28 These findings proved that co-digestion with FOG and a longer HRT have more advantages in the conversion of organics, which are probably due to the balanced nutrient ratio with the mixed substrates and an enhanced pH buffering capacity.
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| Fig. 2 Daily biogas production per VSadded (a) and cumulative biogas production (b) in three groups of anaerobic co-digestion reactors during 120 days of operation. | ||
Moreover, Fig. 2(b) shows that the cumulative biogas yield in R1 during 120 days of the process was about 195 L. The levels in R2 and R3 were much higher than in R1: 381 L and 351 L were obtained, respectively. The promotion ratios of 95% (381 vs. 195 L) and 80% (351 vs. 195 L) were similar to the mean value of the relative OLR (85%) over the four periods, which proves that the organic loading that was present in FOG significantly contributed to biogas production. In addition, the more efficient conversion of organic material in R2 (95%) than in R3 (80%) was also in accordance with the aforementioned performance analysis. It is likely that the increase in HRT would drive the performance improvements.
Specifically, the fact that biogas production (per g VSadded) was higher in R3 than in R2 by about 11.6% (average 547 vs. 490 mL per g VSadded) was noted during the initial feeding stage (1–14 d). It is possible that in R3 the shorter HRT increased the OLR indirectly, which resulted in more biogas being harvested temporarily.
Martinez et al. also reported an increase in biogas production with a decrease in HRT (increase in organic loading rate). This behavior may be rationalized by the low complexity of the substrate, which enabled its rapid conversion.31
Additionally, R2 increased in daily production from day 14 and the cumulative biogas yield increased from day 24, as the black circles indicate in Fig. 2. It was anticipated that a vigorous digestion system may become prematurely exhausted and induce a reduction in biogas production, which was considered as “doping”.
Furthermore, changes in the biogas composition in the three reactors were characterized by GC. As revealed in Fig. 3, it is clear that CH4 was dominant in biogas after co-digestion, especially for the systems with added FOG, with increases to average contents of 70.9% and 66.4% for R2 and R3, respectively. It was concluded that the adaptation of biomass to FOG content was a rather gradual process. The increase in the efficiency of biogas conversion confirmed that FOG had positive effects on the hydrolysis rate and methane potential, which were attributed to well-functioning methanogens that scavenged the organic acids formed by acidogenic bacteria.32
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| Fig. 3 Changes in biogas composition after anaerobic co-digestion with different operational strategies. | ||
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| Fig. 4 Cumulative EPS concentrations and proportions of LB-EPS and TB-EPS in three groups of anaerobic co-digestion reactors during 120 days of operation. | ||
At the beginning (1–20 d) of feeding with different digestion substrates, a large decrease in total EPS was observed. The decrease in EPS fractions in the three reactors is probably attributed to the fact that the microorganisms underwent a sudden stepwise increase in organic loading, overproduced hydrogen due to this change and subsequently readjusted their operation based on the newly employed conditions, slowing down their metabolic operations. At the end of the accommodation stage (20–30 d), each system arrived at a vigorous phase of EPS accumulation gradually from day 20 to day 70, due to major stimulation of the active digesting microbial population as a result of loading. These results seem to confirm that microorganisms were progressively acclimated to the new co-substrates, which were demonstrated in the abovementioned performance analysis.
Specifically, by adding FOG to the two test units, a more significant accumulation of EPS was obtained. R2 and R3 reached a plateau stage for EPS earlier and stayed longer (around days 30–60) compared with R1 (day 65 only). For the whole 120 days of operation, the total EPS concentration in the test units was found to increase by 19.4% and 5.2% for R2 and R3, respectively, in this study, averaging 503.6 and 443.9 vs. 422.0 mg L−1 for R1. The EPS concentration peaked at day 39 (772.3 mg L−1), day 55 (640.9 mg L−1) and day 67 (648.5 mg L−1) for R2, R3 and R1 successively. In fact, anaerobic digestion with high loading is liable to cause the accumulation of soluble microbial products.33 This is because there are abundant microbial residues in the organic waste digestate following digestion, which leads to the possibility of microbial EPS accumulation.34 Based on the operational mode of the CSTR, equal volumes of digestion material were withdrawn and fed to maintain a constant working volume of 2.0 L in each reactor. The effluent samples collected were mutually independent. In this study, substrate degradation and microbe release are regarded as the two major sources of EPS content. In fact, variations in EPS content from the point of view of the substrate were controlled identically by adding equivalent amounts of co-substrate (MWS + FW at 3.0 g VS L−1 d−1) to all reactors. Therefore, fluctuations in EPS contents can be attributed to cell lysis in the active microbial population in response to FOG. The release of intracellular organics benefited microbial reproduction and produced more EPS in FOG-enhanced systems. Ng et al.35 also reported that biomass underwent endogenous respiration and cell lysis would occur at longer mean cell residence times, which would cause the further release of EPS into the bulk solution. Moreover, R2 produced more EPS at a longer HRT than R3. Many researchers have found that EPS in various microbial aggregates increase with an increase in HRT.22 In addition, the sCOD loading also has a significant effect on EPS accumulation.33 The relatively longer HRT in R2 and higher sCOD loading in R2 and R3 (1300–1500 mg L−1) might generate more EPS than at the lower sCOD loading in R1 (550 mg L−1). Therefore, the specific increases in EPS in R2 and R3 were reasonable.
It is interesting to note that unlike conditions of stable biogas yield, a decrease in EPS in R1 from day 60 was observed without interference from FOG. EPS levels in the FOG-enhanced units of R2 and R3 declined even further below in the control unit at around day 70. It could be inferred that a digestion unit running for a long period (over 60 days) might produce large amounts of toxic metabolic products that prevent the bacterium from generating EPS. Enhanced digestion systems may become exhausted prematurely due to the accumulation of products of metabolism, which was described as a “doping” phenomenon before.
Nevertheless, the direct toxicity of excessive FOG to the digesting microbial community and changes in microbial metabolism should also be taken into consideration. In fact, high FOG contents of organic wastes can lead to the accumulation of inhibitory compounds such as long-chain fatty acids (LCFAs). It is well known that the accumulation of LCFAs may inhibit anaerobic digestion because of their direct toxicity toward acetogens and methanogens, which are the two main groups involved in the breakdown of LCFAs.36 Another inhibitory mechanism is the adsorption of surface-active acids onto the cell wall,37 which affects the processes of transportation and protection. Sutherland et al.38 pointed out that aggregations of microorganisms can provide EPS as an energy source and protective layer for cells against damage by toxic substances from a harsh external environment. With an increase in FOG content, the products of EPS were able to combine with LCFAs, being greatly stimulated due to the protective response of the microorganism.
Fig. 4 shows that the proportion of LB-EPS in microbial aggregates was always less than that of TB-EPS, accounting for about 40% (LB-EPS) and 60% (TB-EPS) in the three reactors during 120 days of operation. Such a discrepancy may be attributed to harsh conditions in the extraction procedure of TB-EPS, which involved heating in a 60 °C water bath. Another reason might be that the loose binding that existed in LB-EPS led to ready fluctuation during the digestion process. LB-EPS in sludge flocs would act as the primary surface for cell attachment and sludge flocculation. In a recent study, the LB-EPS content was found to be more closely related to microbial activity, whereas no obvious correlation could be found between the TB-EPS concentration and microbial aggregates.22
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| Fig. 5 Heat map of EPS subfractions in three groups of anaerobic co-digestion reactors during 120 days of operation. | ||
Among all three reactors, R2 and R3 yielded much higher EPS concentrations than R1 for both humic acid substances (HS) and proteins (PN). In addition, HS were the predominant components with corresponding concentrations of 194, 254 and 221 mg L−1, followed by PN at 110, 141 and 130 mg L−1 for R1, R2 and R3, respectively. PS were dispersed evenly, accounting for a small but stable proportion of EPS amounts at 20–30% (see ESI†). It was noted that in the subfractions similar cumulative peaks in HS occurred in the three reactors, which were in accordance with the total variation in EPS as revealed in Fig. 4. These findings also indicate that the relative contribution of cumulative EPS was mainly attributed to HS components. One concern is that there are many humic-like substances produced from the degradation of feed substrates. In studying primary sludge digestion, Miron et al.41 reported that the hydrolysis of lipids and carbohydrates increased with an increase in solid retention time, whereas protein hydrolysis only occurred under methanogenic conditions.
According to previous reports, EPS play an important role in microbial adhesion and aggregation processes, promoting the formation and stability of the microbial community structure.16,42 Each EPS fraction contains different components and exhibits rather distinct chemical properties. The polysaccharides and proteins in TB-EPS are independent of the influent carbon source and C/N ratio.43,44 However, the protein content and carbohydrate content in LB-EPS are related to the influent C/N ratio.44 Such differences indicate that the different EPS fractions had different components.45
The p-value was determined as follows:
Then, the indicator k was given by the absolute value of p. The k-value was expressed as follows:
A higher k-value represents an increased degree of fluctuation in EPS. As can be observed in Fig. 6, the disparities in the k-values of PS and HS in TB-EPS were less significant than those in LB-EPS, as the black and grey ovals indicate. Moreover, these findings also suggest that the degree of change in LB-EPS subfractions appears to be more obvious than that in TB-EPS. Although the metabolism was considered to be capable of dissolving bound EPS in the supernatant, in the meantime, TB-EPS released from the inner cells experienced difficulty in diffusing out of the sludge. The variation in LB-EPS that was observed in this study in the presence of FOG was expected to be related more directly to different levels of microbial EPS secretion as active responses to external environmental challenges.
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| Fig. 6 Degree of change in LB-EPS and TB-EPS subfractions in three groups of anaerobic co-digestion systems, which was described by the k-value. | ||
Furthermore, compared to the variations in EPS subfractions with changes in the process conditions, the extent of the changes in PN was the most remarkable. The k-values of PN were dramatically higher than those of other subfractions and there was a trend of change that was correlated to the operational conditions, as the red arrows indicate. PN are believed to play a crucial role in the structure, properties and functions of sludge aggregates.46 The variation in the PN concentration might be attributed to the presence of a large quantity of exoenzymes, as suggested by Frølund et al.24 The easy degradation and uptake of readily biodegradable organic substrates, such as glucose and acetate, gives rise to a high level of exoenzymes in the EPS matrix.47 The higher k-value of PN compared with that of any subfractions proved that the substrates that were obtained from the digested materials were readily biodegradable.
Footnote |
| † Electronic supplementary information (ESI) available. See DOI: 10.1039/c5ra21459a |
| This journal is © The Royal Society of Chemistry 2015 |