Comparison of Microbial Diversity, Metabolic Pathways and Methane Production During Anaerobic Digestion Using Untreated and Thermally Hydrolyzed Sludge and Nano Zero-Valent Iron
Abstract
1. Introduction
2. Materials and Methods
2.1. Experimental Analysis
2.1.1. Sludge Pretreatment
2.1.2. Digester Set-Up and Operation and Sludge Characteristics
2.1.3. Sample Collection and DNA Extraction and Sequencing
2.1.4. Bioinformatics Analysis
2.1.5. Statistical Analysis
3. Results
3.1. Effect of nZVI and Thermally Hydrolyzed Sludge on Methane Production
3.2. Change in Microbial Profiles Depending on the Treatment
3.3. Alpha Diversity
3.4. Functional Pathways of Methane Production
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Parameters | Inoculum | THP-Treated Sludge | Mixed THP-Treated Sludge and Inoculum | Untreated Sludge | Mixed Untreated Sludge and Inoculum |
|---|---|---|---|---|---|
| Total solids (TS, %) | 4.35 ± 0.02 | 6.33 ± 0.01 | 5.35 ± 0.03 | 5.80 ± 0.04 | 5.10 ± 0.10 |
| Volatile solids (VS, %) | 2.71 ± 0.02 | 4.88 ± 0.01 | 3.75 ± 0.03 | 4.52 ± 0.02 | 3.56 ± 0.10 |
| pH | 7.64 | 5.72 | 7.35 | 6.04 | 6.93 |
| Electrical conductivity, mS/cm | 9.70 | 2.35 | 4.77 | 2.15 | 2.45 |
| Carbon (%) | 33.42 ± 0.13 | 37.79 ± 0.18 | 36.0 | 37.98 ± 0.21 | 36.04 |
| Nitrogen (%) | 4.49 ± 0.02 | 5.08 ± 0.01 | 4.83 | 4.70 ± 0.04 | 4.61 |
| C/N | 7.44 | 7.44 | 7.45 | 8.08 | 7.82 |
| Untreated Sludge | Sampling Time (Days) | nZVI (%) | Thermally Hydrolyzed Treated Sludge | Sampling Time (Days) | nZVI (%) |
|---|---|---|---|---|---|
| U0nZvI0 | 0 | 0 | T0nZVI0 | 0 | 0 |
| U11nZVI0 | 11 | 0 | T11nZVI0 | 11 | 0 |
| U11nZVI1.5 | 11 | 1.5nZVI | T11nZVI1.5 | 11 | 1.5nZVI |
| U25nZVI0 | 25 | 0 | T25nZVI0 | 25 | 0 |
| U25nZVI1.5 | 25 | 1.5nZVI | T25nZVI1.5 | 25 | 1.5nZVI |
| Untreated Sludge | Raw Reads (bp) | Reads_After_Trimming (%) | Thermally Hydrolyzed Treated Sludge | Raw Reads (bp) | Reads_After_Trimming (%) |
|---|---|---|---|---|---|
| U0nZvI0 | 23,029,706 | 73.02 | T0nZVI0 | 35,853,450 | 66.32 |
| U11nZVI0 | 22,558,895 | 71.80 | T11nZVI0 | 21,064,065 | 65.29 |
| U11nZVI1.5 | 30,632,197 | 66.5 | T11nZVI1.5 | 19,406,984 | 62.87 |
| U25nZVI0 | 19,189,493 | 67.58 | T25nZVI0 | 17,819,283 | 63.56 |
| U25nZVI1.5 | 21,360,862 | 67.75 | T25nZVI1.5 | 18,052,588 | 59.62 |
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Marčiulaitienė, E.; Danila, V.; Usevičiūtė, L.; Pranskevičius, M.; Zagorskis, A.; Mažeikienė, A.; Januševičius, T.; Urbonavičius, J.; Vasiliauskienė, D.; Biyada, S. Comparison of Microbial Diversity, Metabolic Pathways and Methane Production During Anaerobic Digestion Using Untreated and Thermally Hydrolyzed Sludge and Nano Zero-Valent Iron. Appl. Sci. 2026, 16, 6995. https://doi.org/10.3390/app16146995
Marčiulaitienė E, Danila V, Usevičiūtė L, Pranskevičius M, Zagorskis A, Mažeikienė A, Januševičius T, Urbonavičius J, Vasiliauskienė D, Biyada S. Comparison of Microbial Diversity, Metabolic Pathways and Methane Production During Anaerobic Digestion Using Untreated and Thermally Hydrolyzed Sludge and Nano Zero-Valent Iron. Applied Sciences. 2026; 16(14):6995. https://doi.org/10.3390/app16146995
Chicago/Turabian StyleMarčiulaitienė, Eglė, Vaidotas Danila, Luiza Usevičiūtė, Mantas Pranskevičius, Alvydas Zagorskis, Aušra Mažeikienė, Tomas Januševičius, Jaunius Urbonavičius, Dovilė Vasiliauskienė, and Saloua Biyada. 2026. "Comparison of Microbial Diversity, Metabolic Pathways and Methane Production During Anaerobic Digestion Using Untreated and Thermally Hydrolyzed Sludge and Nano Zero-Valent Iron" Applied Sciences 16, no. 14: 6995. https://doi.org/10.3390/app16146995
APA StyleMarčiulaitienė, E., Danila, V., Usevičiūtė, L., Pranskevičius, M., Zagorskis, A., Mažeikienė, A., Januševičius, T., Urbonavičius, J., Vasiliauskienė, D., & Biyada, S. (2026). Comparison of Microbial Diversity, Metabolic Pathways and Methane Production During Anaerobic Digestion Using Untreated and Thermally Hydrolyzed Sludge and Nano Zero-Valent Iron. Applied Sciences, 16(14), 6995. https://doi.org/10.3390/app16146995

