3.1. BMP Tests
The cumulative methane production curves are obtained from the BMP tests. The methane yield and the percentage of substrate (PHB) degradation were obtained from these curves to determine whether PHB degradation is compatible with the typical operating conditions of an anaerobic digester and whether its valorisation is feasible.
Figure 2 shows the volume of CH
4 accumulated in the bottles containing PHB as substrate. The average value of the methane production from PHB degradation after 25 days of operation was 0.66 ± 0.02 NLCH
4 for PHB
500 and 0.60 ± 0.02 NLCH
4 for PHB
45. Therefore, the particle size of PHB slightly affects the volume of methane produced. In the figure, it can be seen that the cumulative methane production curves show a latency phase (lag time) during the early days of the BMP test. This time lag is characteristic of bioplastic biodegradability tests when applying an inoculum with a microbiological population not adapted to the presence of bioplastics as a substrate [
23].
During the experimental period, PHB
500 reached maximum methane production on day 13, while PHB
45 did so on day 19. The results obtained suggest that the 500 µm PHB exhibits a shorter lag time than the 45 µm PHB (8 days vs. 14 days). The smaller PHB (45 µm) was expected to degrade faster due to the smaller particles having a higher surface area to volume ratio, which makes it easier for microorganisms to access degradable materials and accelerates biodegradation [
23], whereas larger particles (500 µm) have a smaller relative surface area available to microorganisms, which slows down the degradation rate. However, the results show the opposite effect, which indicates that this difference could be linked to the additives used to synthesise PHB. Due to the micronized pellets (500 and 45 microns) being derived from an original granulate in which the additives are not uniformly distributed, the concentration of additives typically ranges from 0.001% to 50% of the weight (
w/
w) of the final product [
38]. It is conceivable that the smaller PHB size (45 microns) possesses a higher proportion of additives per gram in contrast to the larger PHB size (500 microns), potentially affecting degradation time. This disparity in the additive-to-surface area ratio could impact the duration of the depolymerization (specific name for plastics degradation). Plastics depolymerisation is the process by which polymers (the long chains of molecules that make up plastics) are broken down into smaller fragments or monomers. This process can occur by various mechanisms, such as hydrolysis. Depolymerisation is a crucial step in plastics degradation as it facilitates their conversion into simpler usable compounds. Many studies [
39,
40], have highlighted how these additives affect plastics degradation time (including bioplastics), owing to the extended period required for the hydrolysis of more complex compounds and their conversion into substrates that can eventually be transformed into methane.
The percentage of PHB biodegradability was calculated from the theoretical BMP and the average value of the experimental data (
Figure 2). On the 22nd day of the experiment, a significant portion of the PHB was already degraded. The PHB
45 reached a degradation rate of 68%, while PHB
500 achieved a degradation rate of 75%. Given these results, biodegradation in anaerobic digesters under mesophilic conditions is a good option for PHB valorisation. The data obtained indicated that in anaerobic conditions at 35 °C and 25 days of retention time, PHB can degrade by around 68–75%, depending on its particle size.
The BMP test, thus, confirmed that the PHB degradation time is compatible with typical WWTP anaerobic digestion conditions (35 °C, 20-day retention time) and that it can achieve high biodegradability rates.
The next phase of the study evaluated co-digestion of PHB with WWTP sludge in continuous anaerobic lab-scale digesters.
3.2. Anaerobic Digester Performance
AD performance was evaluated during the entire period by monitoring the methane production, COD, TSS, and VSS concentration parameters in both reactors.
The evolution time of the methane production in both digesters is shown in
Figure 3, with the steady state of each operational period shaded in blue.
As can be seen, in the PHB-free period (P1), the steady state was achieved at day 79 in the CSTR and day 85 in the AnMBR. The latter digester took slightly longer to reach stability due to the accumulation of VFAs between days 29 and 63, which led to a reduction in methane production. Once the VFAs were consumed in the AnMBR, methane production increased until a steady state was achieved (see
Figure 3). During the periods when PHB was used (P2 and P3), reaching a steady state took longer (>100 days) due to the microbial community adapting to the new substrate. This adaptation phase is particularly sensitive to disturbances, which can reduce methane production. From days 163 to 197, 230 to 249, and 363 to 367 (red arrows in
Figure 3), CH
4 production fell in both digesters due to a drop in pH caused by VFA accumulation. During these periods, calcium carbonate (CaCO
3) was added to raise the pH and prevent system acidification. Once the VFAs were consumed, methane production in both digesters increased until a steady state was achieved.
It is important to emphasise the significant increase in methane production in both digesters as the influent’s organic load was raised in the different operational periods (periods 1 to 3 in
Figure 3). As shown, the AnMBR had consistently higher methane production than the CSTR, although this disparity diminished over the PHB operational periods (P2 and P3).
Figure 4 shows the characterization of the digestates from the CSTR and AnMBR. As expected, the AnMBR had higher concentrations of TSS and T-COD than the CSTR throughout the experimental periods. Implementing a filtration system allows decoupling of the HRT from the SRT and, therefore, increases SRT in the reactor, favouring a higher solids and organic matter retention win in the system. During filtration, particles smaller than the membrane pore size (0.03 µm) permeate the effluent, while the larger particles are retained by the membrane.
This process, thus, leads to higher concentrations of organic matter and solids in the reactor. As the organic load rose over the experimental periods, the concentration of TSS and T-COD in the AnMBR increased significantly (P1: 21,260 mg TSS·L−1 and 22,910 mg COD·L−1 vs. P3: 29,050 mg TSS·L−1 and 31,663 mg COD·L−1). However, this trend did not happen in the CSTR. In fact, there was a slight drop in TSS and COD concentration when comparing P1 to P3, with TSS and COD values dropping from 16,020 mg TSS·L−1 and 18,083 mg COD·L−1 to 12,500 mg TSS·L−1 and 15,315 mg COD·L−1, respectively. This pattern can be explained by the different behaviour of each reactor. All the biodegradable material in the AnMBR was already degraded during the first period, so that the higher organic load produced greater biomass growth, which, in turn, led to higher TSS and T-COD concentrations. In contrast, although there was additional biomass growth in the CSTR, TSS and T-COD declined due to better mixed sludge biodegradability.
As can be seen in
Figure 4, the percentage of VSS in both digesters rose with the influent load. The percentage of VSS in the influent sludge was also higher due to adding PHB. In the first operational period (PHB-free), the AnMBR had a VSS percentage of 59%, while the CSTR recorded 60%. In the final period, (influent PHB concentration 10 gPHB·L
−1), the AnMBR reached 70% and the CSTR 72%. This indicates that the PHB co-digestion raised the bacterial population in both digesters and promoted the development of microorganisms capable of degrading this substrate, a hypothesis supported by the microbial population results (see
Section 3.5).
In the PHB-free period, VSS removal in the CSTR was 33%, while in the AnMBR it was 57%. In contrast, during the PHB co-digestion period, VSS removal increased to 78% in the CSTR and to 74% in the AnMBR. These results align with previous findings, e.g., Cazaudehore et al. [
12] reported 80% VSS removal when co-digesting PHB with biowaste.
Table 5 gives the average steady-state values of the daily methane flow rate and biogas methane content. The AnMBR was more efficient than the CSTR in terms of organic matter removal in P1 and P2. In P1, methane production stabilised at approximately 2.01 L·d
−1 in the CSTR and 3.52 L·d
−1 in the AnMBR (
Table 5). During co-digestion with 2 g·L
−1 of PHB (P2), steady-state methane production in the AnMBR showed no significant changes (3.57 L·d
−1), while CSTR methane production rose to 2.96 L·d
−1.
In P3, methane production increased similarly in both digesters (CSTR: 5.67 L·d−1 vs. AnMBR: 5.99 L·d−1), indicating that raising the PHB feed content (10 g·L−1) enhanced methane production in both digesters, with the CSTR showing the greatest improvement. Following the addition of 10 g·L−1 (P3), the CSTR achieved an increase in methane production of 3.66 L·d−1, while the AnMBR production rose by 2.47 L·d−1.
Table 5.
Methane production of the digesters during the operational periods (Mean ± Standard Deviation).
Table 5.
Methane production of the digesters during the operational periods (Mean ± Standard Deviation).
| | % CH4 in Biogas | VCH4 (L·d−1) |
---|
CSTR | P1 | 65 ± 1 | 2.01 ± 0.06 |
P2 | 65 ± 0.2 | 2.96 ± 0.11 |
P3 | 60 ± 0.1 | 5.67± 0.05 |
AnMBR | P1 | 66 ± 1 | 3.52 ± 0.09 |
P2 | 67 ± 0.2 | 3.57 ± 0.16 |
P3 | 65 ± 0.1 | 5.99 ± 0.14 |
We, therefore, determined that PHB biodegradability in both lab-scale digesters was close to 100%. Although the highest biodegradability achieved in batch tests was 75%, it should be noted that these tests were conducted with an inoculum that had not been adapted to the substrate (PHB). In continuous operation, the microbial communities in the digesters adapted to the new substrate, which enabled the digesters to reach a significantly higher PHB biodegradability rate (100%). This was evident not only from the higher methane production in both digesters (see
Table 5) but also from the measurements taken to determine the PHB concentrations in both the digesters’ influent and digestate streams (
Section 3.3).
According to previous studies, Cazaudehore et al. [
12] estimated that PHB was completely converted to methane while Benn and Zitomer [
41] and Venkiteshwaran et al. [
21] found a high level of PHB conversion to methane of between 79% and 98% in co-digestion with synthetic municipal primary sludge under mesophilic conditions. On the other hand, García-Depraect et al. [
23] found that the average PHB and PHBV carbon recovery ranged from 97.2% to 100.7%, suggesting that the PHB and PHBV formulations used were completely biodegraded under anaerobic conditions.
3.3. PHB Removal Efficiency
The presence of PHB in samples of both mixed sludge feed and digested sludge in both the CSTR and the AnMBR was analysed periodically. As stated previously stated, the values collected refer to the microparticles (microlitter) retained in the filters, which were not all PHB or other microplastics, but also included non-plastic particles such as glass, natural fibres, and recalcitrant organic matter. Most of the microlitter (ML) found in the sewage sludge consisted of microplastics [
31].
Table 6 shows the concentration of ML (including PHB) found both in the mixed sludge (feed) and digesters in the different study periods. It is important to note that the PHB used to dope the mixed sludge was detected after the measurements, thus, validating the method used. The ML concentration in the influent increased from 348.2 ± 124.4 mg·L
−1 in the first period to 2609.2 ± 324.4 mg·L
−1 in the second period, and then to 10,896.0 ± 993.7 mg·L
−1 in the third period, detecting the PHB added to the influent in the last two periods. The ML concentration in relation to the added PHB in the influent is, thus, negligible in the second and third periods, indicating that almost all the ML detected was PHB.
The results show a higher ML concentration in the mixed sludge feed than in the sludge after digestion in both the CSTR and AnMBR in all the periods studied.
Focusing on the first period of operation, as shown in
Table 6, when the influent was not doped with PHB, the CSTR presented a higher ML concentration than the AnMBR (131.2 ± 23.7 mg·L
−1 vs. 82.6 ± 25.4 mg·L
−1), so that the AnMBR showed greater ML removal efficiency than the CSTR (88.1% vs. 62.4%). However, when the influent was doped with 2 g PHB·L
−1, the ML removal efficiency increased to approximately 98% in both digesters. In this period, the ML concentration in the AnMBR and CSTR digestates was 55.0 ± 7.3 mg·L
−1 and 58.5 ± 7.4 mg·L
−1, respectively, lower values than during the first operational period. The ML concentration decreased by 33.7% in the AnMBR and by 55.3% in the CSTR, despite the increase in the influent ML concentration due to the added PHB (2609.2 ± 324.4 mg·L
−1 vs. 348.2 ± 124.4 mg·L
−1). This suggests that anaerobic PHB co-digestion at 2g·L
−1 in the influent improves the degradation of a fraction of the ML present in the feed sludge, which was not degraded in the initial period when only mixed sludge was used. As can be seen in
Table 6, the PHB was completely degraded.
In the third operational period, the influent PHB concentration was increased to 10 g·L−1 and the ML concentration rose to 530.0 ± 76.4 mg·L−1 in the AnMBR and 74.7 ± 9.4 mg·L−1 in the CSTR. This increase, which was much more significant in the AnMBR, indicates ML accumulation (specifically PHB) in the digesters. Despite this, the ML removal efficiency reached in the AnMBR was 97.6% and in the CSTR 99.3%, showing that PHB is almost completely degraded (close to 100%) in the AD process at a concentration of 10 g·L−1 and that both configurations effectively degrade PHB.
The most abundant ML particle size range in the mixed sludge was 500–104 µm and the PHB particles added in this sludge were primarily in the 400–250 µm size range (see
Section 2.1.1). The highest ML concentration in the influent, thus, consisted of particles larger than 104 µm and smaller than 500 µm, as can be seen in
Table 6. It is important to note that in the third period the concentration of particles larger than 500 µm also increased significantly, which may be attributed to the formation of clusters or aggregates of PHB particles. PHB is a highly viscous bioplastic and tends to form clusters of smaller particles.
The presence of PHB was determined by FTIR.
Figure 5 gives the relative abundance of the different plastic types detected in the influent CSTR and AnMBR digestates.
As can be seen in
Figure 5, PHB was not detected in any of the samples studied in the first operational period. In this period, the most important plastics were polypropylene (PP) (40%) and polyvinyl chloride (PVC) (30%) in the feed sludge, while PP was the most abundant in the digested samples, reaching 58% in the CSTR and 56% in the AnMBR.
During periods of PHB-doped influent, this polymer accounted for approximately 76% of the total plastics detected in this stream (
Figure 5), confirming that most of the plastics present were derived from the added PHB.
In the second operational period, PP was the most abundant plastic in the digested samples, with a relative abundance of 73% in the CSTR and 60% in the AnMBR, while PHB was not detected. However, in the third operational period, PHB accounted for 67% and 3% of the total plastics in the AnMBR and CSTR digestates, respectively. PHB was the most abundant plastic in the AnMBR, while PP was the most abundant in the CSTR, with a relative abundance of 73%. Comparing both periods, it appears that not all of the PHB in the AnMBR was degraded as effectively as with 2 g PHB·L−1.
3.4. COD Mass Balance
Figure 6 shows the COD balance of both digesters in the PHB-free period (P1) and co-digestion period at 10 g·L
−1 of PHB (P3). In the latter period, the added PHB accounts for 31% of the total influent organic load.
As can be seen in
Figure 6, more methane was evacuated from the AnMBR in the PHB-free period (P1) than from the CSTR (P1: 58% vs. 44%). However, in the co-digestion period (P3), similar biomethanization occurred in both digesters (70% vs. 72%).
The data obtained show that including the membrane in the system provides greater organic matter removal efficiency (P1). With the addition of PHB to the mixed sludge, methane production in the AnMBR increased from 58% (P1) to 70% (P3), while the CSTR also showed an improvement, with methane production rising from 44% (P1) to 72% (P3). This increased biomethanization significantly reduced the percentage of organic matter withdrawn with the wasted sludge, and this was below 31% in both reactors in the last period.
The biomethanisation in the CSTR increased after the addition of PHB. The results indicate that adding PHB could favour the hydrolysis and subsequent degradation of different organic compounds present in the mixed sludge. Considering that the PHB was completely converted into methane (see
Table 6), the percentage of mixed sludge biomethanisation in the PHB-free (P1) and co-digestion periods (P3) was calculated (see
Figure 7).
As shown in
Figure 7, the biomethanisation percentage of mixed sludge in the CSTR increased by 15.6% during the co-digestion period compared to the PHB-free period, reaching 59.3%. This value is closely aligned with the biomethanisation rates achieved in the AnMBR, which were 59.3% in the PHB-free period and 58.5% in the co-digestion period.
It can be seen that PHB enhanced the biodegradability of mixed sludge significantly in the CSTR, while the AnMBR showed no significant changes. This could be because 40 days (SRT of the AnMBR) were enough to degrade all the readily biodegradable organic matter, meaning that adding PHB to the AnMBR does not improve mixed sludge degradation. On the other hand, in the CSTR operated at 20 days of TRC, not all the biodegradable organic matter was degraded, while the added PHB enhanced degradation.
3.5. Effect of PHB Co-Digestion on Microbial Population
Regarding the archaeal domain,
Figure 8 gives the relative abundance of the genera developed in the digesters across all the periods studied:
During the first operating period (P1), the most predominant archaea genus in both digesters was
Methanosarcina, with a relative abundance of approximately 94% (
Figure 8). However, after the valorisation of PHB alongside sewage sludge (P2 and P3 in
Figure 8), the dominance shifted from the
Methanosarcina genus to
Methanosaeta in both digesters.
In the second period (P2),
Methanosaeta had a relative abundance of 79% in the CSTR and 92% in the AnMBR, in line with levels reported in previous studies [
21,
24,
42]. These two genera have significantly different metabolisms and substrate preferences.
Methanosarcina is more versatile and is able to use a wide range of substrates, including methyl compounds, acetate, and carbon dioxide/hydrogen. In contrast,
Methanosaeta specialises in using acetate as its main substrate. In the presence of acetate,
Methanosaeta holds a competitive advantage over
Methanosarcina due to its high affinity for this substrate [
21]. During PHB valorisation, the acetate generated by PHB degradation probably degrades faster than that generated by
Methanosaeta, thereby promoting its growth. In contrast,
Methanosarcina, which may rely on other substrates such as methyl compounds, is at a disadvantage.
In the third period (P3), the relative abundance of the
Methanosaeta genus fell to 64% in the CSTR and 76% in the AnMBR due to the increase in other archaeal genera. As shown in
Figure 9, the CSTR had a significant increase in the relative abundance of the
Methanoculleus genus (hydrogenotrophic bacteria) compared to the second period (22%), whereas in the AnMBR this genus was not as favoured, showed a maximum increase of 7%. Other archaea (likely related to methanogenesis) showed a notable increase in their relative abundance in the AnMBR, reaching 17%. Although these new genera were favoured by the increased concentrations of PHB, the predominance of acetoclastic methanogens (
Methanosaeta) suggests that methane production was mainly produced by the acetoclastic pathway and that other methanogens played a secondary role.
The increase in PHB in the influent (P3) enhanced the availability of acetate, which favours the growth of
Methanoculleus in the CSTR.
Methanoculleus was identified as the hydrogenotrophic partner of mesophilic acetate-oxidising bacteria, forming an important syntrophic relationship in ammonia-rich biogas processes [
43,
44].
Figure 9 shows the relative abundance of the bacterial community in terms of genus throughout the study periods:
As shown in
Figure 9, the diversity and relative abundance of the bacterial population genera changed in response to PHB co-digestion in both digesters.
In the initial operating period (P1), the CSTR and AnMBR exhibited Simpson index values of genera to 0.94 ± 0.01 and 0.95 ± 0.01, respectively. However, in the final period (P3), the CSTR experienced a decrease in the Simpson index value to 0.89 ± 0.01, while that of the AnMBR was 0.95 ± 0.01. A drop in the Simpson index from 0.94 to 0.89 in the CSTR reflects an increase in community diversity, suggesting that the community became more balanced, with less dominance by any single species and a more even distribution of the individuals among the various species.
Table 7 shows the bacterial genera with a considerably increased relative abundance due to the effect of PHB co-digestion.
Acetomicrobium and
Coprothermobacter (acetogenic genera) markedly increased their relative abundance after the addition of PHB, which can probably be attributed to their strong affinity for sugars and VFAs, compounds released by PHB degradation. The abundance of
Coprothermobacter rose in the CSTR from 3.3% with free PHB to 25.7% with 10 g PHB·L
−1, while in the AnMBR it rose from 5.6% to 11.2% under the same conditions. The abundance of
Acetomicrobiums rose from 1.8% with free PHB to 6.0% with 10 g PHB·L
−1 in the CSTR, and from 1.4% to 3.3% in the AnMBR (see
Figure 9). The significant increase in these genera in the CSTR confirms the rise in methane production in the third period (P3) (
Section 3.2). The higher relative abundance of
Acetomicrobium and
Coprothermobacter enhanced the availability of acetate and other intermediates such as H₂ and CO₂, which can be used by methanogenic archaea (e.g.,
Methanosaeta and
Methanoculleus) for methane synthesis. This supports the hypothesis that the increased methane production is associated with these microbial shifts.
Another two bacterial genera,
Mesotoga and
Proteiniphilum, increased after the addition of PHB.
Proteiniphilum and
Mesotoga act as acetate oxidisers in the microbial community, while
Methanoculleus serves as the hydrogenotrophic partner for these bacteria. This process produces H₂, which
Methanoculleus uses for methanogenesis [
43,
44,
45]. In the CSTR,
Proteiniphilum was more abundant, whereas in the AnMBR,
Mesotoga predominated. The symbiotic relationship in the CSTR between
Methanoculleus and
Proteiniphilum indicates that increased methane production is due to a combination of two methanogenic pathways: acetoclastic methanogenesis facilitated by
Methanosaeta, as the main route and, in second place, hydrogenotrophic methanogenesis driven by
Methanoculleus and
Proteiniphilum. However, the interaction between
Methanoculleus and
Mesotoga in the AnMBR is less effective due to the lower abundance of
Methanoculleus.
Table 7.
Bacterial genera that increased after the PHB co-digestion.
Table 7.
Bacterial genera that increased after the PHB co-digestion.
Genus | Phylum | Level Increase AnMBR | Level Increase CSTR | Metabolic Pathway | Ref |
---|
Acetomicrobium | Synergistetes | 133% | 241% | hydrolytic ferment glucose to acetate, H2 and CO2 | [46] |
Coprothermobacter | Coprothermobacteraeota | 98% | 687% | strong protease activity to degrade proteins and peptides, fermentative and VFA degrading bacteria | [47] |
Lentimicrobium | Bacteroidetes | 44% | 66% | hydrolytic acid-producing | [48] |
Mesotoga | Thermotogae | 10% | 2% | acetate oxidizers | [49] |
Proteiniphilum | Bacteroidetes | 143% | 275% | acetate oxidizers | [50] |
Soehngenia | Firmicutes | 94% | 83% | hydrolytic | [51] |
From the results obtained, it can be confirmed that the bacterial population of both digesters underwent modifications after PHB valorisation alongside urban WWTP sewage sludge. The addition of PHB as a co-substrate led to specialisation of the microbiota developed in both digesters. Successful methane production was due to the homogenous establishment of syntrophic associations between acetogens (
Acetomicrobium and
Coprothermobacter), acetate oxidizers (
Mesotoga and
Proteiniphilum) and acetoclastic methanogens (
Methanosaeta), and hydrogenotrophic partner of mesophilic acetate-oxidising bacteria (
Methanoculleus).
Figure 10 shows the mechanisms of PHB degradation following the methanogenesis phases.
Thongbunrod and Chaiprasert [
52] identified a well-defined anaerobic microbial consortium effective for high levels of rice straw degradation and methane production. This consortium comprises anaerobic bacteria, predominantly
Proteiniphilum and
Mesotoga, along with hydrogenotrophic and acetoclastic methanogens like
Methanoculleus and
Methanosaeta. The conversion of rice straw into sugars and VFA such as acetate, propionate, and butyrate subsequently lead to biogas production. Notably, the relationship between the presence of these bacterial genera and archaea in both conditions—in which both rice straw [
52] and PHB (present study) serve as co-substrates—lies in the fact that PHB can be produced from rice straw through biotechnological processes that harness the compounds released from the straw (sugars and VFA), which are then converted into PHB by the bacteria.
To sum up, the microbial shifts after the addition of PHB indicate that this bioplastic enhances the relative abundance of key microorganisms, including Proteiniphilum, Mesotoga, Coprothermobacter, and Acetomicrobium, leading to a significant increase in methane production. The higher relative abundance of Coprothermobacter, Acetomicrobium, Proteiniphilum, and Methanoculleus in the CSTR led to a higher methane production rate than in the AnMBR, in which these bacterial genera were less favoured, presenting lower relative abundances than those in the CSTR. These findings highlight the role of PHB in enhancing the performance of the AD process in the CSTR by promoting the availability of acetate to both acetolactic (Methanosaeta) and hydrogenotrophic (Methanoculleus) methanogenic pathways and underscores PHB’s potential to improve methanogenesis through metabolic routes and promote more efficient methane synthesis.