Temperature-induced metabolic reconfiguration and community shifts reveal the mechanistic basis of cold inhibition on anammox consortia

Rongrong Chang , Jinluo Pang , Keyu Chen , Chaoxi Yang , Yamiao Yang , Baocheng Huang , Rencun Jin

ENG. Environ. ›› 2026, Vol. 20 ›› Issue (7) : 111

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ENG. Environ. ›› 2026, Vol. 20 ›› Issue (7) :111 DOI: 10.1007/s11783-026-2211-z
RESEARCH ARTICLE
Temperature-induced metabolic reconfiguration and community shifts reveal the mechanistic basis of cold inhibition on anammox consortia
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Abstract

Temperature fluctuation is a major constraint on the stability of anammox systems, yet the cellular and community-level mechanisms underlying cold inhibition remain poorly understood. In this study, a 159-d continuous-flow anammox reactor was operated under sequential temperature shifts (35 °C 25 °C 15 °C) to elucidate the responses of microbial metabolism, enzyme conformation, and community interactions. Low temperature (15 °C) markedly suppressed nitrogen removal performance, with effluent NH4+-N and NO2-N concentrations increasing threefold. Intracellular cofactors (NAD+/NADH, NADP+/NADPH) and heme c content declined sharply, while extracellular polymeric substances accumulated, indicating energy reallocation from metabolism to structure maintenance. Molecular dynamics simulations revealed that hydroxylamine oxidoreductase exhibited reduced conformational flexibility and distorted redox centers at 15 °C, explaining the enzymatic activity loss. Metagenomic and qPCR analyses showed that the abundance of hdh and other anammox functional genes decreased by over 80%, accompanied by a community shift from Candidatus Kuenenia to psychrophilic Pseudomonadota and denitrifying Denitratisoma. Functional pathway analysis highlighted the downregulation of oxidative phosphorylation and quorum sensing, and the upregulation of stress-response and transport systems. Collectively, these results reveal a multi-level adaptation strategy and identify the molecular basis of cold inhibition in anammox consortia, providing theoretical guidance for improving nitrogen removal resilience in low-temperature environments.

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Keywords

Anammox / Temperature change / Energy metabolism / Community structure

Highlight

● Low temperature suppressed anammox activity and depleted NAD+/NADPH and heme c.

● HAO lost structure flexibility and redox stability at 15 °C.

● Cold stress induced microbial shifts from Candidatus Kuenenia to Pseudomonadota .

● Metagenomics revealed downregulated oxidative phosphorylation and quorum sensing.

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Rongrong Chang, Jinluo Pang, Keyu Chen, Chaoxi Yang, Yamiao Yang, Baocheng Huang, Rencun Jin. Temperature-induced metabolic reconfiguration and community shifts reveal the mechanistic basis of cold inhibition on anammox consortia. ENG. Environ., 2026, 20(7): 111 DOI:10.1007/s11783-026-2211-z

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References

[1]

Armstrong A J , George D J , Halabi S . (2010). Serum lactate dehydrogenase (LDH) as a biomarker for survival with mTOR inhibition in patients with metastatic renal cell carcinoma (RCC). Journal of Clinical Oncology, 28(15_suppl): 4631

[2]

Berry E A , Trumpower B L . (1987). Simultaneous determination of hemes a, b, and c from pyridine hemochrome spectra. Analytical Biochemistry, 161(1): 1–15

[3]

Cao S B , Koch K , Du R , Wells G F , Ye L , Drewes J E . (2022). Toward mainstream anammox by integrating sidestream treatment. Environmental Science & Technology, 56(15): 10553–10556

[4]

Chang R R , Yao W , Pang J L , Dong K Y , Lu Y Y , Huang B C , Jin R C . (2024). External redox couple enhanced anammox sludge activity at low temperature: insight into intracellular resource synthesis. Water Research, 260: 121904

[5]

Chen Q Q , Sun F Q , Guo Q , Shen Y Y , Zhu W Q , Jin R C . (2017). Process stability in an anammox UASB reactor with individual and combined thiocyanate and hydraulic shocks. Separation and Purification Technology, 173: 165–173

[6]

Chen X J , Speierman E A , Jiang L , Aghilinasrollahabadi K , Proano C A , Anderson M O , Li G B . (2025). Assessing the inhibition potential of azole compounds to biological nitrogen removal processes in wastewater treatment. Frontiers of Environmental Science & Engineering, 19(5): 65

[7]

Dosta J , Fernández I , Vázquez-Padín J R , Mosquera-Corral A , Campos J L , Mata-Álvarez J , Méndez R . (2008). Short- and long-term effects of temperature on the Anammox process. Journal of Hazardous Materials, 154(1−3): 688–693

[8]

Eto K , Tsubamoto Y , Terauchi Y , Sugiyama T , Kishimoto T , Takahashi N , Yamauchi N , Kubota N , Murayama S , Aizawa T . et al. (1999). Role of NADH shuttle system in glucose-induced activation of mitochondrial metabolism and insulin secretion. Science, 283(5404): 981–985

[9]

Fu J W , He Y F , Zhao H X , Yang H , Li Q , Chen R , Li Y Y . (2025). Biochar mediated microbial synergy in Partial nitrification-anammox systems: enhancing nitrogen removal efficiency and stability. Frontiers of Environmental Science & Engineering, 19(7): 95

[10]

Fu J W , Hou Z Y , Zhao H X , Li Q , Chen R , Li Y Y . (2024). Enhanced nitrogen removal from low strength anaerobic membrane bioreactor (AnMBR) permeate using complete nitrification and partial denitrification-anammox processes. Frontiers of Environmental Science & Engineering, 18(12): 155

[11]

Gao X Y , Xing W , Bao X , Wang H , Chen Y , Mei N , Liu T , Guo J H , Yao H . (2023). Full-scale partial nitritation and anammox (PN/A) application in removing nitrogen from industrial wastewater: performance and life cycle assessment. Chemical Engineering Journal, 472: 144956

[12]

Godzieba M , Florczyk M , Kowal P , Sobotka D , Makinia J , Ciesielski S . (2024). Impact of low temperature on bacterial community dynamics and process efficiency in anaerobic ammonia removal: a network analysis of metagenomic data. Journal of Environmental Chemical Engineering, 12(6): 114661

[13]

Gowers R JLinke MBarnoud JReddy T J EMelo M NSeyler S LDomański J JDotson D LBuchoux SKenney I M, et al. (2016). MDAnalysis: a python package for the rapid analysis of molecular dynamics simulations. In: Proceedings of the 15th Annual Scientific Computing with Python Conference. Austin: SciPy

[14]

Grant B J , Skjærven L , Yao X Q . (2021). The Bio3D packages for structural bioinformatics. Protein Science, 30(1): 20–30

[15]

Gu B J , Zhang X M , Lam S K , Yu Y L , van Grinsven H J M , Zhang S H , Wang X X , Bodirsky B L , Wang S T , Duan J K . et al. (2023). Cost-effective mitigation of nitrogen pollution from global croplands. Nature, 613(7942): 77–84

[16]

Guo Q , Xing B S , Li P , Xu J L , Yang C C , Jin R C . (2015). Anaerobic ammonium oxidation (anammox) under realistic seasonal temperature variations: characteristics of biogranules and process performance. Bioresource Technology, 192: 765–773

[17]

He Q L , Wang H Y , Chen L , Gao S X , Zhang W , Song J Y , Yu J . (2020). Robustness of an aerobic granular sludge sequencing batch reactor for low strength and salinity wastewater treatment at ambient to winter temperatures. Journal of Hazardous Materials, 384: 121454

[18]

He S L , Chen Y , Qin M , Mao Z , Yuan L M , Niu Q G , Tan X C . (2018). Effects of temperature on anammox performance and community structure. Bioresource Technology, 260: 186–195

[19]

Hong P N , Noguchi M , Matsuura N , Honda R . (2019). Mechanism of biofouling enhancement in a membrane bioreactor under constant trans-membrane pressure operation. Journal of Membrane Science, 592: 117391

[20]

Huang B C , Li G F , Ren Z Q , Ji X M , Wang Y , Gu Y N , Li J P , Chang R R , Fan N S , Jin R C . (2023). Light-driven electron uptake from nonfermentative organic matter to expedite nitrogen dissimilation by chemolithotrophic anammox consortia. Environ-mental Science & Technology, 57(34): 12732–12740

[21]

Huang Y X , Li L , Li R H , Li B Q , Wang Q L , Song K . (2024). Nitrogen cycling and resource recovery from aquaculture wastewater treatment systems: a review. Environmental Chemistry Letters, 22(5): 2467–2482

[22]

Huo T R , Zhao Y P , Tang X , Zhao H Z , Ni S Q , Gao Q , Liu S T . (2020). Metabolic acclimation of anammox consortia to decreased temperature. Environment International, 143: 105915

[23]

Ji B , Liu C . (2022). CO2 improves the microalgal-bacterial granular sludge towards carbon-negative wastewater treatment. Water Research, 208: 117865

[24]

Kang D , Li Y Y , Xu D D , Li W J , Li W , Ding A Q , Wang R , Zheng P . (2020). Deciphering correlation between chromaticity and activity of anammox sludge. Water Research, 185: 116184

[25]

Kartal B , Keltjens J T . (2016). Anammox biochemistry: a tale of heme c proteins. Trends in Biochemical Sciences, 41(12): 998–1011

[26]

Kartal B , Maalcke W J , de Almeida N M , Cirpus I , Gloerich J , Geerts W , Op den Camp H J M , Harhangi H R , Janssen-Megens E M , Francoijs K J . et al. (2011). Molecular mechanism of anaerobic ammonium oxidation. Nature, 479(7371): 127–130

[27]

Kokh D B , Doser B , Richter S , Ormersbach F , Cheng X Y , Wade R C . (2020). A workflow for exploring ligand dissociation from a macromolecule: efficient random acceleration molecular dynamics simulation and interaction fingerprint analysis of ligand trajectories. The Journal of Chemical Physics, 153(12): 125102

[28]

Kouba V , Hůrková K , Navrátilová K , Kok D , Benáková A , Laureni M , Vodičková P , Podzimek T , Lipovová P , van Niftrik L . et al. (2022). On anammox activity at low temperature: effect of ladderane composition and process conditions. Chemical Engineering Journal, 445: 136712

[29]

Li G F , Ma W J , Cheng Y F , Li S T , Zhao J W , Li J P , Liu Q , Fan N S , Huang B C , Jin R C . (2020a). A spectra metrology insight into the binding characteristics of Cu2+ onto anammox extracellular polymeric substances. Chemical Engineering Journal, 393: 124800

[30]

Li R , Yu L F , Wang Y T , Tian X , Liu T , Peng D C . (2023). Sequential adaptation strategies of SPDA systems to low temperature: EPS mediation and community structure evolution. Journal of Cleaner Production, 425: 138850

[31]

Li Y Q , Xiang T , Liang H , Gao D W , Wang P . (2020b). Achieving stable mainstream deammonification process by a novel combinatorial control strategy. Bioresource Technology, 318: 124275

[32]

Liu S G , Wu M , Yao X F . (2020). Effects of reactive oxygen species scavengers on thermophilic micro-aerobic digestion for sludge stabilization. Environmental Research, 185: 109453

[33]

Liu X T , Huang D Y , Zhu C Y , Zhu F X , Zhu X D , Zhou D M . (2024). Production of reactive oxygen species during redox manipulation and its potential impacts on activated sludge wastewater treatment processes. Environmental Science & Technology, 58(52): 23042–23052

[34]

Ning D Y , Guo W K , Li G G , Tian W Q , Liang J D , Chen B Q , Liu J , Ji H . (2023). Feasibility of bio-filter in treating low strength nitrogen wastewater under adverse temperatures. Journal of Environmental Chemical Engineering, 11(5): 110680

[35]

Norton J F , Jordan H E . (1939). Standard methods for the examination of water and sewage. Journal AWWA, 31(11): 1945–1948

[36]

Pan M , Jiang T , Wang Z J , Huang X Z , Liu S J , Huang X M . (2025). Enhanced nitrogen removal via simultaneous nitrification-denitrification (SND) and Feammox in a magnetic zeolite modified intermittently aerated sequential biological reactor. Frontiers of Environmental Science & Engineering, 19(9): 115

[37]

Price D J , Brooks III C L . (2004). A modified TIP3P water potential for simulation with Ewald summation. The Journal of Chemical Physics, 121(20): 10096–10103

[38]

Strous M , Heijnen J J , Kuenen J G , Jetten M S M . (1998). The sequencing batch reactor as a powerful tool for the study of slowly growing anaerobic ammonium-oxidizing microorganisms. Applied Microbiology and Biotechnology, 50(5): 589–596

[39]

Tian C , Kasavajhala K , Belfon K A A , Raguette L , Huang H , Migues A N , Bickel J , Wang Y Z , Pincay J , Wu Q . et al. (2020). ff19SB: amino-acid-specific protein backbone parameters trained against quantum mechanics energy surfaces in solution. Journal of Chemical Theory and Computation, 16(1): 528–552

[40]

Tomaszewski M , Cema G , Ziembińska-Buczyńska A . (2017). Influence of temperature and pH on the anammox process: a review and meta-analysis. Chemosphere, 182: 203–214

[41]

Vázquez-Padín J , Fernádez I , Figueroa M , Mosquera-Corral A , Campos J L , Méndez R . (2009). Applications of Anammox based processes to treat anaerobic digester supernatant at room temperature. Bioresource Technology, 100(12): 2988–2994

[42]

Wang D , Wang Y L , Liu L , Chen Y Q , Wang C X , Li Y Y , Zhang T . (2022). Response and resilience of anammox consortia to nutrient starvation. Microbiome, 10(1): 23

[43]

Wang H , Liu X G , Hua Y , Xu H L , Chen Y D , Yang D H , Dai X H . (2024a). Formation of autotrophic nitrogen removal granular sludge driven by the dual-partition airlift internal circulation: insights from performance assessment, community succession, and metabolic mechanism. Journal of Environmental Management, 353: 120158

[44]

Wang J , Lei Z , Wang L X , Yang S M , Zhao Y , Li Y Y , Chen R . (2020). Insight into using up-flow anaerobic sludge blanket-anammox to remove nitrogen from an anaerobic membrane reactor during mainstream wastewater treatment. Bioresource Technology, 314: 123710

[45]

Wang P C , Lu B , Chai X L . (2024b). The adaptive regulation mechanism of Anammox granule sludge under calcium ions stress: defense modes transformation. Water Research, 263: 122093

[46]

Wang R J , Wang Q B , Dong L S , Zhang J F . (2021). Cleaner agricultural production in drinking-water source areas for the control of non-point source pollution in China. Journal of Environmental Management, 285: 112096

[47]

Wang X , Wu Q , Wang Z Z , Ma W J , Qiu J , Fan N S , Jin R C . (2023). Biotransformation-mediated detoxification of roxarsone in the anammox process: gene regulation mechanism. Chemical Engineering Journal, 467: 143449

[48]

Wei C C , Heh C H , Chin S P . (2025). Exploring the impact of LRRK2 WD40 G2294R mutation on conformation and dimerisation dynamics: insights from molecular dynamics simulation. Journal of Cellular Biochemistry, 126(2): e70011

[49]

Xiong Y T , Li S Y , Liu S Y , Qiao L L , Chen Y P , Yan P . (2025a). Enhancing the adaptation of anammox bacteria at low temperature: alleviating the oxidative damage to anammoxosome membrane by ascorbic acid. Chemical Engineering Journal, 505: 159180

[50]

Xiong Y T , Yan Z L , He J H , Liu S Y , Chen Y P , Guo J S , Fang F , Yan P . (2025b). Adaptation of anammox bacteria in granular sludge under the different temperature rhythms. Chemical Engineering Journal, 521: 166721

[51]

Xu J J , Chen X T , Tang R , Feng J W , Yuan S J , Wang W , Hu Z H . (2024). Removal of pathogenic indicator microorganisms during partial nitrification: the role of free nitrous acid. Frontiers of Environmental Science & Engineering, 18(3): 33

[52]

Ya T , Liu J Y , Zhang M L , Wang Y L , Huang Y , Hai R T , Zhang T T , Wang X H . (2022). Metagenomic insights into the symbiotic relationship in anammox consortia at reduced temperature. Water Research, 225: 119184

[53]

Yan Y , Wang W G , Wu M X , Jetten M S M , Guo J H , Ma J , Wang H , Dai X H , Wang Y Y . (2020). Transcriptomics uncovers the response of anammox bacteria to dissolved oxygen inhibition and the subsequent recovery mechanism. Environmental Science & Technology, 54(22): 14674–14685

[54]

Yang Y C , Pan J , Zhou Z C , Wu J P , Liu Y , Lin J G , Hong Y G , Li X Y , Li M , Gu J D . (2020). Complex microbial nitrogen-cycling networks in three distinct anammox-inoculated wastewater treatment systems. Water Research, 168: 115142

[55]

Ying W H . (2008). NAD+/NADH and NADP+/NADPH in cellular functions and cell death: regulation and biological consequences. Antioxidants & Redox Signaling, 10(2): 179–206

[56]

Zhang C Y , Zhu Z P , Yuan L M , Yang D X , Xu Q , Ge S J . (2025a). Insights into seasonal temperature shifts on a robust composite-substrate autotrophic denitrification reactor for treating municipal secondary effluent. Frontiers of Environmental Science & Engineering, 19(6): 82

[57]

Zhang F Z , Peng Y Z , Wang Z , Jiang H , Ren S , Qiu J G , Zhang L . (2022). An innovative process for mature landfill leachate and waste activated sludge simultaneous treatment based on partial nitrification, in situ fermentation, and Anammox (PNFA). Environmental Science & Technology, 56(2): 1310–1320

[58]

Zhang J H , Miao Y Y , Zhang Q , Sun Y W , Wu L , Peng Y Z . (2020). Mechanism of stable sewage nitrogen removal in a partial nitrification-anammox biofilm system at low temperatures: microbial community and EPS analysis. Bioresource Technology, 297: 122459

[59]

Zhang Q , Wu J , Yu Y Y , He Y J , Huang Y , Fan N S , Huang B C , Jin R C . (2021). Microbial and genetic responses of anammox process to the successive exposure of different antibiotics. Chemical Engineering Journal, 420: 127576

[60]

Zhang Y Y , Zhu D Y , Zhou S Y , Gong H , Dai X H . (2025b). Antibiotic resistome during two-stage partial nitritation/anammox process for sludge anaerobic digestion reject water treatment. Journal of Hazardous Materials, 486: 136967

[61]

Zheng P , Li Y , Cheng Y P , Shen J Y . (2024). Mechanism involved in polyvinyl chloride nanoplastics induced anaerobic granular sludge disintegration: microbial interaction energy, EPS molecular structure, and metabolism functions. Environmental Science & Technology, 58(26): 11542–11553

[62]

Zhou J H , Wu X G , Feng Y M , Huo T R , Zhao Y P , Pan J J , Liu S T . (2024). Bacterial communication intelligently regulates their interactions in anammox consortia under decreasing tempe-ratures. Science of the Total Environment, 954: 176239

[63]

Zhu W , Xiao R , Xu M , Chai W , Liu W , Jin Z , Ikumi D , Lu H . (2024). Unraveling the role of formate in improving nitrogen removal via coupled partial denitrification-anammox. Frontiers of Environmental Science & Engineering, 18(9): 112

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