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Lin YJ, Hsieh PH, Mao CC, Shih YH, Chen SH, Lin CY. Interpretation of machine learning-based prediction models and functional metagenomic approach to identify critical genes in HBCD degradation. JOURNAL OF HAZARDOUS MATERIALS 2024; 486:136976. [PMID: 39740553 DOI: 10.1016/j.jhazmat.2024.136976] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2024] [Revised: 11/01/2024] [Accepted: 12/22/2024] [Indexed: 01/02/2025]
Abstract
Hexabromocyclododecane (HBCD) poses significant environmental risks, and identifying HBCD-degrading microbes and their enzymatic mechanisms is challenging due to the complexity of microbial interactions and metabolic pathways. This study aimed to identify critical genes involved in HBCD biodegradation through two approaches: functional annotation of metagenomes and the interpretation of machine learning-based prediction models. Our functional analysis revealed a rich metabolic potential in Chiang Chun soil (CCS) metagenomes, particularly in carbohydrate metabolism. Among the machine learning algorithms tested, random forest models outperformed others, especially when trained on datasets reflecting the degradation patterns of species like Dehalococcoides mccartyi and Pseudomonas aeruginosa. These models highlighted enzymes such as EC 1.8.3.2 (thiol oxidase) and EC 4.1.1.43 (phenylpyruvate decarboxylase) as inhibitors of degradation, while EC 2.7.1.83 (pseudouridine kinase) was linked to enhanced degradation. This dual-methodology approach not only deepens our understanding of microbial functions in HBCD degradation but also provides an unbiased view of the microbial and enzymatic interactions involved, offering a more targeted and effective bioremediation strategy.
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Affiliation(s)
- Yu-Jie Lin
- Institute of Information Science, Academia Sinica, No. 128, Section 2, Academia Road, Nankang, Taipei 11529, Taiwan
| | - Ping-Heng Hsieh
- Institute of Information Science, Academia Sinica, No. 128, Section 2, Academia Road, Nankang, Taipei 11529, Taiwan
| | - Chun-Chia Mao
- Institute of Information Science, Academia Sinica, No. 128, Section 2, Academia Road, Nankang, Taipei 11529, Taiwan
| | - Yang-Hsin Shih
- Department of Agricultural Chemistry, National Taiwan University, No. 1, Section 4, Roosevelt Rd., Taipei 10617, Taiwan
| | - Shu-Hwa Chen
- TMU Research Center of Cancer Translational Medicine, Taipei Medical University, No. 250, Wuxing St., Taipei 11031, Taiwan
| | - Chung-Yen Lin
- Institute of Information Science, Academia Sinica, No. 128, Section 2, Academia Road, Nankang, Taipei 11529, Taiwan; Institute of Fisheries Science, National Taiwan University, No. 1, Section 4, Roosevelt Rd., Taipei 10617, Taiwan.
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Yu F, Zhang B, Liu Y, Luo W, Chen H, Gao J, Ye X, Li J, Xie Q, Peng T, Wang H, Huang T, Hu Z. Biotransformation of HBCDs by the microbial communities enriched from mangrove sediments. JOURNAL OF HAZARDOUS MATERIALS 2024; 469:134036. [PMID: 38493623 DOI: 10.1016/j.jhazmat.2024.134036] [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: 11/15/2023] [Revised: 02/29/2024] [Accepted: 03/12/2024] [Indexed: 03/19/2024]
Abstract
1,2,5,6,9,10-Hexabromocyclododecanes (HBCDs) are a sort of persistent organic pollutants (POPs). This research investigated 12 microbial communities enriched from sediments of four mangroves in China to transform HBCDs. Six microbial communities gained high transformation rates (27.5-97.7%) after 12 generations of serial transfer. Bacteria were the main contributors to transform HBCDs rather than fungi. Analyses on the bacterial compositions and binning genomes showed that Alcanivorax (55.246-84.942%) harboring haloalkane dehalogenase genes dadAH and dadBH dominated the microbial communities with high transformation rates. Moreover, expressions of dadAH and dadBH in the microbial communities and Alcanivorax isolate could be induced by HBCDs. Further, it was found that purified proteins DadAH and DadBH showed high conversion rates on HBCDs in 36 h (91.9 ± 7.4 and 101.0 ± 1.8%, respectively). The engineered Escherichia coli BL21 strains harbored two genes could convert 5.7 ± 0.4 and 35.1 ± 0.1% HBCDs, respectively, lower than their cell-free crude extracts (61.2 ± 5.2 and 56.5 ± 8.7%, respectively). The diastereoisomer-specific transforming trend by both microbial communities and enzymes were γ- > α- > β-HBCD, differed from α- > β- > γ-HBCD by the Alcanivorax isolate. The identified transformation products indicated that HBCDs were dehalogenated via HBr elimination (dehydrobromination), hydrolytic and reductive debromination pathways in the enriched cultures. Two enzymes converted HBCDs via hydrolytic debromination. The present research provided theoretical bases for the biotransformation of HBCDs by microbial community and the bioremediation of HBCDs contamination in the environment.
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Affiliation(s)
- Fei Yu
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Bing Zhang
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Yongjin Liu
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Wenqi Luo
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Haonan Chen
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Jun'na Gao
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Xueying Ye
- School of Life Sciences, Huizhou University, Huizhou 516007, Guangdong Province, China
| | - Jin Li
- Guangdong Provincial Key Laboratory of Marine Disaster Prediction and Prevention, Shantou University, Shantou 515063, Guangdong Province, China
| | - Qingyi Xie
- Institute of Tropical Bioscience and Biotechnology, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China
| | - Tao Peng
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Hui Wang
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Tongwang Huang
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China
| | - Zhong Hu
- Department of Biology, College of Science, Shantou University, Shantou 515063, Guangdong Province, China.
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Transformation of HBCDs by Rhodococcus sp. stu-38. Curr Microbiol 2022; 79:200. [PMID: 35596087 DOI: 10.1007/s00284-022-02872-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Accepted: 04/10/2022] [Indexed: 11/03/2022]
Abstract
1,2,5,6,9,10-Hexabromocyclododecanes (HBCDs) are brominated flame retardants causing serious environmental pollution. HBCDs in the environment could be transformed to various products. Identification of transformation products has been performed using various mass-spectrometric techniques. However, bacterial transformation of HBCDs yielding low-level products was not well studied. In this paper, a Rhodococcus strain stu-38 which could stereoselectively transform HBCDs in mineral salt medium, seawater, and growth medium was isolated. Seven potential biotransformation products of HBCDs were identified by using GC-MS. These products, including brominated alkenes, dibromocyclododecadiene and bromocyclododecatriene; brominated alkenols, bromocyclododecadienol and bromocyclododecatrienol; fully debrominated compounds, cyclododecadiendiol, 1,2-epoxy-5,9-cyclododecadiene, and cyclododecadienol, were presented in rather low level which could lead to false negative results. The low-level transformation products should not be ignored because their toxicity was less assessment. This research highlighted identification of the low-level transformation products to reveal the complicated stereoselective biotransformation of HBCDs.
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Li YJ, Chuang CH, Cheng WC, Chen SH, Chen WL, Lin YJ, Lin CY, Shih YH. A metagenomics study of hexabromocyclododecane degradation with a soil microbial community. JOURNAL OF HAZARDOUS MATERIALS 2022; 430:128465. [PMID: 35739659 DOI: 10.1016/j.jhazmat.2022.128465] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2021] [Revised: 01/27/2022] [Accepted: 01/27/2022] [Indexed: 06/15/2023]
Abstract
Hexabromocyclododecanes (HBCDs) are globally prevalent and persistent organic pollutants (POPs) listed by the Stockholm Convention in 2013. They have been detected in many environmental media from waterbodies to Plantae and even in the human body. Due to their highly bioaccumulative characterization, they pose an urgent public health issue. Here, we demonstrate that the indigenous microbial community in the agricultural soil in Taiwan could decompose HBCDs with no additional carbon source incentive. The degradation kinetics reached 0.173 day-1 after the first treatment and 0.104 day-1 after second exposure. With additional C-sources, the rate constants decreased to 0.054-0.097 day-1. The hydroxylic debromination metabolites and ring cleavage long-chain alkane metabolites were identified to support the potential metabolic pathways utilized by the soil microbial communities. The metagenome established by Nanopore sequencing showed significant compositional alteration in the soil microbial community after the HBCD treatment. After ranking, comparing relative abundances, and performing network analyses, several novel bacterial taxa were identified to contribute to HBCD biotransformation, including Herbaspirillum, Sphingomonas, Brevundimonas, Azospirillum, Caulobacter, and Microvirga, through halogenated / aromatic compound degradation, glutathione-S-transferase, and hydrolase activity. We present a compelling and applicable approach combining metagenomics research, degradation kinetics, and metabolomics strategies, which allowed us to decipher the natural attenuation and remediation mechanisms of HBCDs.
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Affiliation(s)
- Yi-Jie Li
- Department of Agricultural Chemistry, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 10617, Taiwan; Structural and Computational Biology Unit, European Molecular Biology Laboratory, Meyerhofstraße 1, 69117 Heidelberg, Germany
| | - Chia-Hsien Chuang
- Institute of Information Science, Academia Sinica, No. 128, Sec. 2, Academia Road, Nankang, Taipei 11529, Taiwan
| | - Wen-Chih Cheng
- Institute of Information Science, Academia Sinica, No. 128, Sec. 2, Academia Road, Nankang, Taipei 11529, Taiwan
| | - Shu-Hwa Chen
- TMU Research Center of Cancer Translational Medicine, Taipei Medical University (TMU), No. 250 Wu-Hsing St., Taipei, Taiwan
| | - Wen-Ling Chen
- Department of Agricultural Chemistry, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 10617, Taiwan; Institute of Food Safety and Health, College of Public Health, National Taiwan University, No. 17, Xuzhou Rd., Taipei 100, Taiwan; Department of Public Health, College of Public Health, National Taiwan University, No. 17, Xuzhou Rd., Taipei 100, Taiwan
| | - Yu-Jie Lin
- Department of Agricultural Chemistry, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 10617, Taiwan
| | - Chung-Yen Lin
- Institute of Information Science, Academia Sinica, No. 128, Sec. 2, Academia Road, Nankang, Taipei 11529, Taiwan.
| | - Yang-Hsin Shih
- Department of Agricultural Chemistry, National Taiwan University, No. 1, Sec. 4, Roosevelt Rd., Taipei 10617, Taiwan.
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