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Li G, Srinivasan V, Tooker NB, Wang D, Onnis-Hayden A, Bott C, Dombrowski P, Pinto A, Gu AZ. Metagenomic analysis revealed community-level metabolic differences between full-scale EBPR and S2EBPR systems. WATER RESEARCH 2025; 280:123509. [PMID: 40138860 DOI: 10.1016/j.watres.2025.123509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Revised: 03/11/2025] [Accepted: 03/15/2025] [Indexed: 03/29/2025]
Abstract
Side-Stream Enhanced Biological Phosphorus Removal (S2EBPR) has emerged as a promising technology addressing certain challenges of conventional Enhanced Biological Phosphorus Removal (EBPR), notably stability in phosphorus removal, yet the underlying mechanisms are not fully understood. Metagenomic analysis presents a powerful approach to elucidate community-level metabolic differences between EBPR and S2EBPR configurations. In this study, we compared three EBPR and three S2EBPR activated sludge communities using metagenomic analysis at taxonomy, key functional pathways/genes, and polyphosphate-metabolism marker genes. Our analysis revealed larger genus-level diversity variance in S2EBPR communities, indicating distinct microbial community compositions influenced by different operational configurations. A higher diversity index in the S2EBPR than the EBPR was observed, and a higher Ca. Accumulibacter abundance was detected in EBPRs, whereas the fermentative candidate PAOs genera, including Ca. Phosphoribacter and Ca. Promineifilum, were more abundant in S2EBPR systems. EBPR and S2EBPR groups displayed similar gene and pathway abundance patterns related to core metabolisms essential for carbon and nitrogen metabolism. PolyP-metabolism marker gene phylogeny analysis suggested that exopolyphosphatase gene (ppx) showed better distinctions between EBPR and S2EBPR communities than polyphosphate kinase gene (ppk). This also highlighted the needs in fine-cale microdiversity analysis and finding novel Ca. Accumulibacter clades and species as resolved using the ppk gene. These findings provide valuable insights into AS community dynamics and metabolic functionalities, paving the way for further research into optimizing phosphorus removal processes in wastewater treatment systems.
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Affiliation(s)
- Guangyu Li
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, United States; Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States
| | - Varun Srinivasan
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States; Brown and Caldwell, One Tech Drive, Andover, MA 01810, United States
| | - Nicholas B Tooker
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States
| | - Dongqi Wang
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States; Department of Municipal and Environmental Engineering, School of Water Resources and Hydro-Electric Engineering, Xi'an University of Technology, Xi'an, Shaanxi, China
| | - Annalisa Onnis-Hayden
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States
| | - Charles Bott
- Hampton Roads Sanitation District, Virginia Beach, VA, United States
| | | | - Ameet Pinto
- Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States; Civil and Environmental Engineering, Georgia Institute of Technology, Atlanta, GA 30318, United States
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, United States; Department of Civil and Environmental Engineering, Northeastern University, Boston, MA, United States.
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2
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Meng Z, Yan Y, Li G, Li Y, Wu K, Zhang Z, Reid MC, Gu AZ. New strategy for integration of anaerobic side-stream reactor with mainstream B-stage nitritation for short-cut nitrogen removal with granulation. WATER ENVIRONMENT RESEARCH : A RESEARCH PUBLICATION OF THE WATER ENVIRONMENT FEDERATION 2025; 97:e70056. [PMID: 40070314 DOI: 10.1002/wer.70056] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 02/21/2025] [Accepted: 02/27/2025] [Indexed: 05/13/2025]
Abstract
This study reported a successful mainstream B-stage nitritation reactor with sludge granulation that incorporated a side-stream anaerobic reactor to treat municipal wastewater A-stage effluent. With influent COD/N and COD/P ratios of 2.60 and 27.1, respectively, the system achieved a stable nitrite accumulating ratio (NAR) of 95.1% via partial nitrification with sludge granulations. Kinetic assessment,16S ribosomal RNA sequencing, and functional gene marker quantification confirmed successful nitrite-oxidizing bacteria (NOB) out-selection (<0.05% relative abundance), while none of the commonly employed approaches for NOB out-selection occurred in our study. Notably, approximately 90% of the total biomass was in the biofilm in the mainstream sequencing batch reactor (SBR), with the remaining 10% of the biomass in suspension as granules under the selective wasting strategy. The substrates and oxygen gradient along the depth of the biofilm's layered structure, alongside the anaerobic conditions in the side-stream reactor, were suggested to play roles in NOB suppression and out-selection. Overall, this study provided evidence for a possible new strategy for achieving stable mainstream B-stage nitritation, which is the prerequisite for the downstream anammox process. The novelty aspect of the systems, including the incorporation of an anaerobic sire-stream reactor, absence of the employment of any previously reported nitritation strategies, and granulation formation, provided possible new feasible routes to achieve mainstream short-cut nitrogen removal for efficient wastewater treatment. PRACTITIONER POINTS: Stable partial nitrification achieved in mainstream B-stage SBR under conditions distinct from previous reports. NOB out-selection confirmed by both activities' tests and molecular analysis. Thick biofilm and anaerobic side-stream reactor likely facilitated NOB suppression. Stable sludge granulation was maintained with selective wasting strategy.
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Affiliation(s)
- Zijun Meng
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Yuan Yan
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Guangyu Li
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Yuang Li
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Kenneth Wu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Zihao Zhang
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - Matthew C Reid
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York, USA
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3
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He P, Scinto-Madonich N, Craft E, Sola C, Piñeros M, Gu AZ. Assessment of bioavailability of polyphosphates and impacts on plant phosphorus uptake and phenotypes. THE SCIENCE OF THE TOTAL ENVIRONMENT 2025; 966:178667. [PMID: 39914316 DOI: 10.1016/j.scitotenv.2025.178667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Revised: 01/13/2025] [Accepted: 01/26/2025] [Indexed: 03/01/2025]
Abstract
Phosphorus (P) management in sustainable agriculture necessitates a comprehensive understanding of bioavailability and delivery mechanisms of various P species and the consequent impacts on crop growth. Polyphosphate (PolyP) has emerged to be a potentially significant, yet under-explored, P source with arising appreciation of its abundance and additional benefits to plants. This study investigated and compared the bioavailability of PolyP with orthophosphate (OrthoP) and other organic P species to hydroponically grown maize, as well as their effects in maize P uptake, partitioning and growth. Compared to OrthoP, PolyP supported maize growth with higher root-to-shoot ratios, improved phosphorus use efficiency (PUE), and enhanced P allocation to younger leaves, evidencing the distinctive impacts of P species and delivery on crop growth. Furthermore, in maize pre-treated with P starvation which presumably generated root exudates and metabolites, no distinctive differences on the maize growth were observed between PolyP and OrthoP, indicating the readily bioavailability of PolyP. This was further confirmed by dephosphorylation kinetics assessment of PolyP in comparison to two other organic P species, particularly in the presence of the common soil enzyme phytase or maize root exudates where PolyP dephosphorylation was greatly promoted. These results indicate that PolyP may offer relatively high bioavailability and efficiency as a P source and enhance plant growth and health. This research sheds light on the potential of implementing P recovery via the enhanced biological phosphorus removal (EBPR) technology that effectively bio-concentrates P as PolyP to meet the growing P demands and deepens the understanding of plant responses to different P forms, contributing to more sustainable P management strategies.
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Affiliation(s)
- Peisheng He
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, United States
| | | | - Eric Craft
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Ithaca, NY, United States
| | - Christopher Sola
- Robert Frederick Smith School of Chemical and Biomolecular Engineering, Ithaca, NY, United States
| | - Miguel Piñeros
- School of Integrative Plant Science, Cornell University, Ithaca, NY, United States; Robert W. Holley Center for Agriculture and Health, USDA-ARS, Ithaca, NY, United States
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, United States.
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4
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He P, Son Y, Berkowitz J, Li G, Lee J, Han IL, Craft E, Piñeros M, Kao-Kniffin J, Gu AZ. Recycled Phosphorus Bioamendments from Wastewater Impact Rhizomicrobiome and Benefit Crop Growth: Sustainability Implications at Water-Food Nexus. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2025; 59:2131-2143. [PMID: 39841623 DOI: 10.1021/acs.est.4c07901] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2025]
Abstract
Phosphorus recovery through enhanced biological phosphorus removal (EBPR) processes from agricultural wastes holds promise in mitigating the impending global P shortage. However, the complex nutrient forms and the microbial augments, expected to exert a profound impact on crop rhizomicrobiome and thus crop health, remained unexplored. In this study, we investigated the impacts of EBPR biosolids on crops growth and rhizomicrobiome in comparison to chemical fertilizer and Vermont manure compost. Our findings revealed that EBPR biosolid augmentation promoted the best maize shoot growth traits with the least nutrient deficiency, evidencing its agricultural benefits. Biosolid augmentation significantly impacted the rhizomicrobiome with decreased biodiversity but higher activities with enriched taxa capable of utilizing various carbon sources. The novel single-cell Raman spectroscopy phenotyping technique uncovered the surprisingly high abundance (up to 30%) of polyphosphate-accumulating organisms (PAOs) in the rhizosphere and their distinctive variations in different biosolid amendments. Furthermore, the interactions between EBPR-derived PAOs such as Candidatus Accumulibacter phosphatis and soil native plant growth promoting rhizobacteria highlighted the previously overlooked status and yet-to-be-characterized functions of PAOs in P cycling. This study provides a novel perspective leveraging EBPR biosolids to facilitate plant growth with agronomic benefits, thereby contributing to more sustainable and ecologically responsible agricultural practices.
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Affiliation(s)
- Peisheng He
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Yejin Son
- School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, United States
| | - Jennifer Berkowitz
- School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, United States
| | - Guangyu Li
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Jangho Lee
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York 14853, United States
| | - I L Han
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York 14853, United States
| | - Eric Craft
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Ithaca, New York 14853, United States
| | - Miguel Piñeros
- School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, United States
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Ithaca, New York 14853, United States
| | - Jenny Kao-Kniffin
- School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, United States
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, New York 14853, United States
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5
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Chen L, Deng X, Xie X, Wang K, Chen H, Cen S, Huang F, Wang C, Li Y, Wei C, Qiu G. Candidatus Thiothrix phosphatis SCUT-1: A novel polyphosphate-accumulating organism abundant in the enhanced biological phosphorus removal system. WATER RESEARCH 2024; 267:122479. [PMID: 39369504 DOI: 10.1016/j.watres.2024.122479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 08/31/2024] [Accepted: 09/17/2024] [Indexed: 10/08/2024]
Abstract
A novel coccus Thiothrix-related polyphosphate-accumulating organism (PAO) was enriched in an acetate-fed enhanced biological phosphorus removal (EBPR) system. High EBPR performance was achieved for an extended period (>100 days). A high-quality draft genome (completeness 97.2 %, contamination 3.26 %) was retrieved, representing a novel Thiothrix species (with similarity<93.2 % to known Thiothrix species), and was denoted as 'Candidatus Thiothrix phosphatis SCUT-1'. Its acetate uptake rate (6.20 mmol C/g VSS/h) surpassed most Ca. Accumulibacter and known glycogen-accumulating organisms (GAOs), conferring their predominance in the acetate-fed system. Metatranscriptomic analysis suggested that Ca. Thiothrix phosphatis SCUT-1 employed both low- and high-affinity pathways for acetate activation, and both the conventional (PhaABC) pathway and the fatty acid β-oxidation pathway for PHA synthesis; additionally, a much more efficient FAD-dependent malate: quinone oxidoreductase (MQO) were encoded and employed than the traditional malate dehydrogenase (MDH) to oxidize malate to oxaloacetate in the TCA and glyoxylate cycle, collectively contributing to a higher acetate utilization and processing rate of this microorganism. Batch tests further demonstrated the versatile ability of this PAO in using VFA (acetate, propionate, and butyrate), lactate, amino acids (aspartate and glutamate), and glucose as carbon sources for EBPR, showing a partially overlapped but unique ecological niche of this microorganism comparing to Ca. Accumulibacter and known GAOs. A metabolic model was built for Ca. Thiothrix phosphatis SCUT-1 using the above-mentioned carbon sources for EBPR. Overall, this study represents the first comprehensive characterization of the physiology and metabolic characteristics of representative coccus Thiothrix-related PAOs, which are expected to provide new insights into PAO microbiology in EBPR systems.
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Affiliation(s)
- Liping Chen
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Xuhan Deng
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Xiaojing Xie
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Kaiying Wang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Hang Chen
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Sheqi Cen
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Fu Huang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Cenchao Wang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Yaqian Li
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Chaohai Wei
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China; Guangdong Provincial Key Laboratory of Solid Wastes Pollution Control and Recycling, Guangzhou 510006, China; Key Laboratory of Pollution Control and Ecological Restoration in Industrial Clusters, Ministry of Education, Guangzhou 510006, China
| | - Guanglei Qiu
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China; Guangdong Provincial Key Laboratory of Solid Wastes Pollution Control and Recycling, Guangzhou 510006, China; Key Laboratory of Pollution Control and Ecological Restoration in Industrial Clusters, Ministry of Education, Guangzhou 510006, China.
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6
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Xie Y, Zhang Q, Wu Q, Zhang J, Dzakpasu M, Wang XC. Novel adaptive activated sludge process leverages flow fluctuations for simultaneous nitrification and denitrification in rural sewage treatment. WATER RESEARCH 2024; 255:121535. [PMID: 38564890 DOI: 10.1016/j.watres.2024.121535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/28/2024] [Revised: 03/24/2024] [Accepted: 03/26/2024] [Indexed: 04/04/2024]
Abstract
The fluctuating characteristics of rural sewage flow pose a significant challenge for wastewater treatment plants, leading to poor effluent quality. This study establishes a novel adaptive activated sludge (AAS) process specifically designed to address this challenge. By dynamically adjusting to fluctuating water flow in situ, the AAS maintains system stability and promotes efficient pollutant removal. The core strategy of AAS leverages the inherent dissolved oxygen (DO) variations caused by flow fluctuations to establish an alternating anoxic-aerobic environment within the system. This alternating operation mode fosters the growth of aerobic denitrifiers, enabling the simultaneous nitrification and denitrification (SND) process. Over a 284-day operational period, the AAS achieved consistently high removal efficiencies, reaching 94 % for COD and 62.8 % for TN. Metagenomics sequencing revealed HN-AD bacteria as the dominant population, with the characteristic nap gene exhibiting a high relative abundance of 0.008 %, 0.010 %, 0.014 %, and 0.015 % in the anaerobic, anoxic, dynamic, and oxic zones, respectively. Overall, the AAS process demonstrates efficient pollutant removal and low-carbon treatment of rural sewage by transforming the disadvantage of flow fluctuation into an advantage for robust DO regulation. Thus, AAS offers a promising model for SND in rural sewage treatment.
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Affiliation(s)
- Yadong Xie
- Key Lab of Northwest Water Resource, Environment, and Ecology, Ministry of Education, Xi'an University of Architecture and Technology, Xi'an, 710055 China
| | - Qionghua Zhang
- Key Lab of Northwest Water Resource, Environment, and Ecology, Ministry of Education, Xi'an University of Architecture and Technology, Xi'an, 710055 China; International Science & Technology Cooperation Center for Urban Alternative Water Resources Development, Xi'an, 710055 China.
| | - Qi Wu
- Key Lab of Northwest Water Resource, Environment, and Ecology, Ministry of Education, Xi'an University of Architecture and Technology, Xi'an, 710055 China
| | - Jiyu Zhang
- Key Lab of Northwest Water Resource, Environment, and Ecology, Ministry of Education, Xi'an University of Architecture and Technology, Xi'an, 710055 China
| | - Mawuli Dzakpasu
- International Science & Technology Cooperation Center for Urban Alternative Water Resources Development, Xi'an, 710055 China; School of Environmental and Municipal Engineering, Xi'an University of Architecture and Technology, Xi'an, 710055, China
| | - Xiaochang C Wang
- Key Lab of Northwest Water Resource, Environment, and Ecology, Ministry of Education, Xi'an University of Architecture and Technology, Xi'an, 710055 China; International Science & Technology Cooperation Center for Urban Alternative Water Resources Development, Xi'an, 710055 China
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7
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Yan Y, Lee J, Han IL, Wang Z, Li G, McCullough K, Klaus S, Kang D, Wang D, Patel A, McQuarrie J, Stinson BM, deBarbadillo C, Dombrowski P, Bott C, Gu AZ. Comammox and unknown ammonia oxidizers contribute to nitrite accumulation in an integrated A-B stage process that incorporates side-stream EBPR (S2EBPR). WATER RESEARCH 2024; 253:121220. [PMID: 38341969 DOI: 10.1016/j.watres.2024.121220] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 11/27/2023] [Accepted: 01/28/2024] [Indexed: 02/13/2024]
Abstract
A novel integrated pilot-scale A-stage high rate activated sludge, B-stage short-cut biological nitrogen removal and side-stream enhanced biological phosphorus removal (A/B-shortcut N-S2EBPR) process for treating municipal wastewater was demonstrated with the aim to achieve simultaneous and carbon- and energy-efficient N and P removal. In this studied period, an average of 7.62 ± 2.17 mg-N/L nitrite accumulation was achieved through atypical partial nitrification without canonical known NOB out-selection. Network analysis confirms the central hub of microbial community as Nitrospira, which was one to two orders of magnitude higher than canonical aerobic oxidizing bacteria (AOB) in a B-stage nitrification tank. The contribution of comammox Nitrospira as AOB was evidenced by the increased amoB/nxr ratio and higher ammonia oxidation activity. Furthermore, oligotyping analysis of Nitrospira revealed two dominant sub-clusters (microdiveristy) within the Nitrospira. The relative abundance of oligotype II, which is phylogenetically close to Nitrospira_midas_s_31566, exhibited a positive correlation with nitrite accumulation in the same operational period, suggesting its role as comammox Nitrospira. Additionally, the phylogenetic investigation suggested that heterotrophic organisms from the family Comamonadacea and the order Rhodocyclaceae embedding ammonia monooxygenase and hydroxylamine oxidase may function as heterotrophic nitrifiers. This is the first study that elucidated the impact of integrating the S2EBPR on nitrifying populations with implications on short-cut N removal. The unique conditions in the side-stream reactor, such as low ORP, favorable VFA concentrations and composition, seemed to exert different selective forces on nitrifying populations from those in conventional biological nutrient removal processes. The results provide new insights for integrating EBPR with short-cut N removal process for mainstream wastewater treatment.
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Affiliation(s)
- Yuan Yan
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - Jangho Lee
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - I L Han
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - Zijian Wang
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - Guangyu Li
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - Kester McCullough
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States; Hampton Roads Sanitation District, Virginia Beach, VA 23454, United States; modelEAU, Département de génie civil et de génie des eaux, Université Laval, 1065 av. de la Médecine, Québec, Canada
| | - Stephanie Klaus
- Hampton Roads Sanitation District, Virginia Beach, VA 23454, United States
| | - Da Kang
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States; Department of Environmental Engineering, College of Environmental & Resource Sciences, Zhejiang University, China
| | - Dongqi Wang
- Department of Municipal and Environmental Engineering, Xi'an University of Technology, Xi'an, Shaanxi 710048, China; Department of Civil and Environmental Engineering, Northeastern University, Boston, MA 02115, United States
| | - Anand Patel
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States
| | - Jim McQuarrie
- Denver Metro Wastewater Reclamation District, Denver, CO 80229, United States
| | | | - Christine deBarbadillo
- District of Columbia Water and Sewer Authority, District of Columbia, 5000 Overlook Ave., SW, Washington, DC 20032, United States
| | | | - Charles Bott
- Hampton Roads Sanitation District, Virginia Beach, VA 23454, United States.
| | - April Z Gu
- School of Civil and Environmental Engineering, Cornell University, Ithaca, NY 14850, United States.
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