Manganese-modified biochar enhances white-rot fungi-mediated lignocellulose humification: insights from molecular transformation and multi-omics analyses

Feng Wang , Linjie Zhang , Feng Zhou , Wenyue Wang , Yinglong Su , Dongmei Zhou , Seungkwan Hong , Min Zhan , Bing Xie

Biochar ›› 2026, Vol. 8 ›› Issue (1) : 140

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Biochar ›› 2026, Vol. 8 ›› Issue (1) :140 DOI: 10.1007/s42773-026-00659-z
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Manganese-modified biochar enhances white-rot fungi-mediated lignocellulose humification: insights from molecular transformation and multi-omics analyses
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Abstract

Humic substance formation is essential for soil health, yet natural humification is slow, and synthetic production is often inefficient. White-rot fungi (WRF)-mediated lignocellulose humification shows potential but is limited by slow substrate degradation. Given the high biocatalytic potential of Mn(II) and its compatibility with the enzyme system of WRF, manganese-modified biochar (MBC) was utilized to enhance the degradation and conversion efficiency of lignocellulose. A 35-day solid-state fermentation experiment showed that 5% MBC addition increased lignin degradation by 93.4%, humic acid content by 47.7%, and polymerization degree by 112.4% compared with CK. Mechanistically, first, MBC enhanced extracellular lignocellulose-degrading enzymes and Mn-associated Fenton-like oxidation, thereby improving lignocellulose depolymerization. Second, interpretable machine learning and mass difference-based association analysis identified key molecular reactivity traits, suggesting that MBC facilitated humification by promoting the selective generation and conversion of reactive precursor molecules. In particular, enhanced DOM reactivity and increased precursor formation through deamination, dealkylation, and delignification were associated with the generation of more aromatic, oxygen-functionalized, and unsaturated humic-like substances, likely through polyphenol-dominated pathways. Finally, transcriptomic and metabolomic analyses indicated that MBC upregulated the expression of CAZyme-related genes and metabolic pathways associated with precursor generation, including phenolic/quinone biosynthesis, indicating that enhanced substrate depolymerization and subsequent precursor transformation jointly contributed to lignocellulose humification. Overall, this study provides mechanistic insights into how MBC enhances WRF-mediated lignocellulose humification and offers a theoretical basis for optimizing the bioconversion of lignocellulose-rich organic wastes.

Keywords

White-rot fungi / Lignocellulose / Manganese-modified biochar / Molecular transformation / Polyphenol humification pathway

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Feng Wang, Linjie Zhang, Feng Zhou, Wenyue Wang, Yinglong Su, Dongmei Zhou, Seungkwan Hong, Min Zhan, Bing Xie. Manganese-modified biochar enhances white-rot fungi-mediated lignocellulose humification: insights from molecular transformation and multi-omics analyses. Biochar, 2026, 8 (1) : 140 DOI:10.1007/s42773-026-00659-z

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References

[1]

Auer E, Lazuka A, Huguenin-Bizot B, Jehmlich N, Déjean S, Lombard V, Henrissat B, O'Donohue M, Hernandez-Raquet G. Horizontal metaproteomics and CAZymes analysis of lignocellulolytic microbial consortia selectively enriched from cow rumen and termite gut. ISME Commun, 2023, 3: 134.

[2]

Benavides V, Serrano A, Pinto-Ibieta F, Rubilar O, Ciudad G. Biodegradation of olive mill solid waste by Anthracophyllum discolor and Stereum hirsutum: effect of copper and manganese supplementation. Bioresour Bioprocess, 2025, 12: 18.

[3]

Cai SY, Liu M, Zhang Y, Hu AB, Zhang WJ, Wang DS. Molecular transformation of dissolved organic matter and formation pathway of humic substances in dredged sludge under aerobic composting. Bioresource Technol, 2022, 364. 128141

[4]

Cai DQ, Lu YZ, Zhu YP, Wang DF, Shi JP, Liu L, Li JY, Zhan XP, Zhang WJ, Xu H. Inducing hour-level humification of Enteromorpha prolifera to fabricate fulvic-like acid fertilizer with Fenton's reagent. Nat Commun, 2025, 16. 5860

[5]

Chen L, Chen YN, Li YP, Liu YH, Jiang HJ, Li H, Yuan Y, Chen YR, Zou B. Improving the humification by additives during composting: a review. Waste Manag, 2023, 158: 93-106.

[6]

Chirania P, Holwerda EK, Giannone RJ, Liang XY, Poudel S, Ellis JC, Bomble YJ, Hettich RL, Lynd LR. Metaproteomics reveals enzymatic strategies deployed by anaerobic microbiomes to maintain lignocellulose deconstruction at high solids. Nat Commun, 2022, 13. 3870

[7]

Dong ZQ, Wu Q, Huang Y, Zhao YF, Yang E, Xu HN, Wei DQ, Yan JP. Strategies for designing microbial platforms to produce white rot fungal lignin-modifying enzymes: Insights from protein engineering and transcriptional regulation. Bioresource Technol, 2025, 437. 133114

[8]

Dwinandha D, Elsamadony M, Gao RJ, Fu QL, Liu JB, Fujii M. Interpretable machine learning and reactomics assisted isotopically labeled FT-ICR-MS for exploring the reactivity and transformation of natural organic matter during ultraviolet photolysis. Environ Sci Technol, 2023, 58: 816-825.

[9]

Forrester IT, Grabski AC, Burgess RR, Leatham GF. Manganese, Mn-dependent peroxidases, and the biodegradation of lignin. Biochem Biophys Res Commun, 1988, 157: 992-999.

[10]

Gao XT, Tan WB, Zhao Y, Wu JQ, Sun QH, Qi HS, Xie XY, Wei ZM. Diversity in the mechanisms of humin formation during composting with different materials. Environ Sci Technol, 2019, 53: 3653-3662.

[11]

Gao J, Li L, Yuan SJ, Chen SS, Dong B. The neglected effects of polysaccharide transformation on sludge humification during anaerobic digestion with thermal hydrolysis pretreatment. Water Res, 2022, 226. 119249

[12]

Guillén F, Martínez AT, Martínez MJ. Substrate specificity and properties of the aryl-alcohol oxidase from the ligninolytic fungus Pleurotus eryngii. Eur J Biochem, 1992, 209: 603-611.

[13]

Himmel ME, Ding SY, Johnson DK, Adney WS, Nimlos MR, Brady JW, Foust TD. Biomass recalcitrance: engineering plants and enzymes for biofuels production. Science, 2007, 315: 804-807.

[14]

Hu J, Liu CG, Zhang WK, Liu XW, Dong B, Wang ZD, Xie YG, Hua ZS, Liu XW. Decomposing the molecular complexity and transformation of dissolved organic matter for innovative anaerobic bioprocessing. Nat Commun, 2025, 16. 4859

[15]

Khatami S, Deng Y, Tien M, Hatcher PG. Formation of water-soluble organic matter through fungal degradation of lignin. Org Geochem, 2019, 135: 64-70.

[16]

Lee JG, Yoon HY, Cha JY, Kim WY, Kim PJ, Jeon JR. Artificial humification of lignin architecture: top-down and bottom-up approaches. Biotechnol Adv, 2019, 37. 107416

[17]

Li F, Zhang JL, Ma FY, Chen Q, Xiao QY, Zhang XY, Xie SX, Yu HB. Lytic polysaccharide monooxygenases promote oxidative cleavage of lignin and lignin-carbohydrate complexes during fungal degradation of lignocellulose. Environ Microbiol, 2021, 23: 4547-4560.

[18]

Liang JJ, Fang XX, Lin YQ, Wang DH. A new screened microbial consortium OEM2 for lignocellulosic biomass deconstruction and chlorophenols detoxification. J Hazard Mater, 2018, 347: 341-348.

[19]

Liu YF, Wang ML, Yin SJ, Xie LK, Qu XL, Fu HY, Shi Q, Zhou F, Xu FL, Tao S, Zhu DQ. Comparing photoactivities of dissolved organic matter released from rice straw-pyrolyzed biochar and composted rice straw. Environ Sci Technol, 2022, 56: 2803-2815.

[20]

Liu JB, Wang CL, Hao ZE, Kondo G, Fujii M, Fu QL, Wei YS. Comprehensive understanding of DOM reactivity in anaerobic fermentation of persulfate-pretreated sewage sludge via FT-ICR mass spectrometry and reactomics analysis. Water Res, 2023, 229. 119488

[21]

Liu JB, Wang N, Fujii M, Bao Z, Wei JY, Hao ZE, Fu QL, Gao RJ, Liu JF, Wei YS. Insights into the roles of DOM in humification during sludge composting: comprehensive chemoinformatic analysis using FT-ICR mass spectrometry. Chem Eng J, 2023, 475. 146024

[22]

Liu QM, He XY, Wang KL, Li DJ. Biochar drives humus formation during composting by regulating the specialized metabolic features of microbiome. Chem Eng J, 2023, 458. 141380

[23]

Lu HY, Liu SY, Shi Y, Chen QH. Efficient delignification of sugarcane bagasse by Fenton oxidation coupled with ultrasound-assisted NaOH for biotransformation from Agaricus sinodeliciosus var. Chaidam. Chem Eng J, 2022, 448. 137719

[24]

Mir-Tutusaus JA, Baccar R, Caminal G, Sarrà M. Can white-rot fungi be a real wastewater treatment alternative for organic micropollutants removal? A review. Water Res, 2018, 138: 137-151.

[25]

Qi HS, Wang JL, Zhang LY, Chen LH, Zhao Y, Wei ZM. Activation effect of catechol on biotic and abiotic factors of humus formation during chicken manure composting. Waste Manag, 2022, 149: 146-155.

[26]

Qi HS, Gao WF, Xie LN, Zhang GG, Song CH, Wei ZM, Hu N, Li T. Effect of MnO2-biochar composites on promoting humification during chicken manure composting. Biochar, 2024, 6. 32

[27]

Qin XY, Huang WY, Li QL. Lignocellulose biodegradation to humic substances in cow manure-straw composting: characterization of dissolved organic matter and microbial community succession. Int J Biol Macromol, 2024, 283. 137758

[28]

Schmidt F, Koch BP, Elvert M, Schmidt G, Witt M, Hinrichs KU. Diagenetic transformation of dissolved organic nitrogen compounds under contrasting sedimentary redox conditions in the Black Sea. Environ Sci Technol, 2011, 45: 5223-5229.

[29]

Sun K, Niu ZY, Xiao SH, Qi XM, Li SY, Chen MH, Dai LZ, Si YB. Artificially regulated humification in creating humic-like biostimulators. Npj Clean Water, 2024, 7. 47

[30]

Svensson T, Redon PO, Thiry Y, Montelius M, Bastviken D. Chlorination of soil organic matter: the role of humus type and land use. Sci Total Environ, 2022, 806. 150478

[31]

Tang RL, Yao S, Liu Y, Ren TY, Ma JY, Gong XY, Li GX, Ma RN, Yuan J. Iron-modified biochar enhanced nitrogen retention during composting: bridging chemisorption and microbiome modulation. Chem Eng J, 2025, 513. 162761

[32]

Wang F, Zhou F, Zhang LJ, Liu WJ, Su YL, Zhang YC, Hong SK, Zhan M, Xie B, Zhou YB. Mechanisms of manganese-modified biochar and white-rot fungi in enhancing compost humification: boosting polyphenol pathway by lignocellulose degradation. Chem Eng J, 2025, 507. 160637

[33]

Watts RJ, Sarasa J, Loge FJ, Teel AL. Oxidative and reductive pathways in manganese-catalyzed Fenton's reactions. J Environ Eng, 2005, 131: 158-164.

[34]

Wei ZM, Mohamed TA, Zhao L, Zhu ZC, Zhao Y, Wu JQ. Microhabitat drive microbial anabolism to promote carbon sequestration during composting. Bioresource Technol, 2022, 346. 126577

[35]

Wu D, Xia TY, Zhang YX, Wei ZM, Qu FT, Zheng GR, Song CH, Zhao Y, Kang KJ, Yang HY. Identifying driving factors of humic acid formation during rice straw composting based on Fenton pretreatment with bacterial inoculation. Bioresource Technol, 2021, 337. 125403

[36]

Wu FY, Guo Z, Cui KP, Dong DZ, Yang X, Li J, Wu ZZ, Li LL, Dai YD, Pan T. Insights into characteristics of white rot fungus during environmental plastics adhesion and degradation mechanism of plastics. J Hazard Mater, 2023, 448. 130878

[37]

Xie T, Zhang ZH, Yu YL, Tian Y, Wang F, Li DY, Nan J, Feng YJ. Aeration intensity drives dissolved organic matter transformation and humification during composting by regulating the organics metabolic functions of microbiome. Chem Eng J, 2023, 476. 146645

[38]

Xu R, Zhang K, Liu P, Han HW, Zhao S, Kakade A, Khan A, Du DL, Li XK. Lignin depolymerization and utilization by bacteria. Bioresource Technol, 2018, 269: 557-566.

[39]

Yang XS, Feng K, Wang S, Yuan MM, Peng X, He Q, Wang DR, Shen WL, Zhao B, Du XF, Wang YC, Wang LL, Cao D, Liu WZ, Wang JJ, Deng Y. Unveiling the deterministic dynamics of microbial meta-metabolism: a multi-omics investigation of anaerobic biodegradation. Microbiome, 2024, 12. 166

[40]

Zhang ZH, Rao YF, Ye MY, Zou DX, Liu RF, Liu YP. Reduction of inhibitory effect of lignin via degradation and improvement of anaerobic digestion performance of maize straw by oxidative pretreatment with Fe2+-activated persulfate. Renew Energ, 2024, 231. 120795

[41]

Zhao XY, Xu KL, Wang JW, Wang ZQ, Pan RK, Wang Q, Li SL, Kumar S, Zhang ZQ, Li RH. Potential of biochar integrated manganese sulfate for promoting pig manure compost humification and its biological mechanism. Bioresource Technol, 2022, 357. 127350

[42]

Zhou F, Wang F, Xing H, Li S, Kim Y, Li P, Su Y, Lee Y, Zhou D, Fujii M, Zhan M, Xie B, Jiang G. Landfill leachate management toward zero liquid discharge: Molecular-level characterization, process selectivity, and engineering regulation of DOM. Water Res x, 2026, 32100591

[43]

Zhu YC, Jin Y, Liu XS, Miao TL, Guan QK, Yang R, Qu JJ. Insight into interactions of heavy metals with livestock manure compost-derived dissolved organic matter using EEM-PARAFAC and 2D-FTIR-COS analyses. J Hazard Mater, 2021, 420. 126532

[44]

Zhu YP, Cao YX, Fu BB, Wang CJ, Shu SH, Zhu PJ, Wang DF, Xu H, Zhong NQ, Cai DQ. Wastemilk humification product can be used as a slow release nano-fertilizer. Nat Commun, 2024.

Funding

the National Natural Science Foundation of China(22276059)

the International Cooperation Project of Shanghai Science and Technology Commission(24230712100)

the National Research Foundation of Korea (NRF) by the Ministry of Education(RS-2024-00463837)

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