Minireview
- Advances in functional analysis of the microbiome: Integrating metabolic modeling, metabolite prediction, and pathway inference with Next-Generation Sequencing data
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Sungwon Jung
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J. Microbiol. 2025;63(1):e.2411006. Published online January 24, 2025
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DOI: https://doi.org/10.71150/jm.2411006
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Abstract
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This review explores current advancements in microbiome functional analysis enabled by next-generation sequencing technologies, which have transformed our understanding of microbial communities from mere taxonomic composition to their functional potential. We examine approaches that move beyond species identification to characterize microbial activities, interactions, and their roles in host health and disease. Genome-scale metabolic models allow for in-depth simulations of metabolic networks, enabling researchers to predict microbial metabolism, growth, and interspecies interactions in diverse environments. Additionally, computational methods for predicting metabolite profiles offer indirect insights into microbial metabolic outputs, which is crucial for identifying biomarkers and potential therapeutic targets. Functional pathway analysis tools further reveal microbial contributions to metabolic pathways, highlighting alterations in response to environmental changes and disease states. Together, these methods offer a powerful framework for understanding the complex metabolic interactions within microbial communities and their impact on host physiology. While significant progress has been made, challenges remain in the accuracy of predictive models and the completeness of reference databases, which limit the applicability of these methods in under-characterized ecosystems. The integration of these computational tools with multi-omic data holds promise for personalized approaches in precision medicine, allowing for targeted interventions that modulate the microbiome to improve health outcomes. This review highlights recent advances in microbiome functional analysis, providing a roadmap for future research and translational applications in human health and environmental microbiology.
Journal Articles
- Intervention with kimchi microbial community ameliorates obesity by regulating gut microbiota
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Seong-Eun Park , Sun Jae Kwon , Kwang-Moon Cho , Seung-Ho Seo , Eun-Ju Kim , Tatsuya Unno , So-Hyeon Bok , Dae-Hun Park , Hong-Seok Son
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J. Microbiol. 2020;58(10):859-867. Published online September 2, 2020
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DOI: https://doi.org/10.1007/s12275-020-0266-2
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46
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19
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19
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Abstract
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The objective of this study was to evaluate anti-obesity effects
of kimchi microbial community (KMC) on obesity and
gut microbiota using a high fat diet-induced mouse model
compared to effects of a single strain. Administration of KMC
decreased body weight, adipose tissue, and liver weight gains.
Relative content of Muribaculaceae in the gut of the KMCtreated
group was higher than that in the high-fat diet (HFD)
group whereas relative contents of Akkermansiaceae, Coriobacteriaceae,
and Erysipelotrichaceae were lower in KMCtreated
group. Metabolic profile of blood was found to change
differently according to the administration of KMC and a
single strain of Lactobacillus plantarum. Serum metabolites
significantly increased in the HFD group but decreased in
the KMC-treated group included arachidic acid, stearic acid,
fumaric acid, and glucose, suggesting that the administration
of KMC could influence energy metabolism. The main genus
in KMC was not detected in guts of mice in KMC-treated
group. Since the use of KMC has advantages in terms of
safety, it has potential to improve gut microbial community
for obese people.
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Citations
Citations to this article as recorded by

- Anti-obesogenic effects of plant natural products: A focus on Korean traditional foods
Gitishree Das, Luis Alfonso Jiménez Ortega, Sandra Gonçalves, J. Basilio Heredia, Maria de Lourdes Gomes Pereira, Anabela Romano, Han-Seung Shin, Jayanta Kumar Patra
Trends in Food Science & Technology.2024; 148: 104470. CrossRef - Anti-obesity activity of lactic acid bacteria-starter-based kimchi in high-fat diet-induced obese mice
Ye-Rang Yun, Min-Sung Kwon, Ho-Jae Lee, Wooje Lee, Ji-Eun Lee, Sung Wook Hong
Journal of Functional Foods.2024; 112: 105966. CrossRef - Effects of Kimchi Intake on the Gut Microbiota and Metabolite Profiles of High-Fat-Induced Obese Rats
Dong-Wook Kim, Quynh-An Nguyen, Saoraya Chanmuang, Sang-Bong Lee, Bo-Min Kim, Hyeon-Jeong Lee, Gwang-Ju Jang, Hyun-Jin Kim
Nutrients.2024; 16(18): 3095. CrossRef - Does kimchi deserve the status of a probiotic food?
Jeongmin Cha, Yeon Bee Kim, Seong-Eun Park, Se Hee Lee, Seong Woon Roh, Hong-Seok Son, Tae Woong Whon
Critical Reviews in Food Science and Nutrition.2024; 64(19): 6512. CrossRef - Revisiting the potential anti-obesity effects of kimchi and lactic acid bacteria isolated from kimchi: a lustrum of evidence
Anshul Sharma, Hae-Jeung Lee
Journal of Ethnic Foods.2024;[Epub] CrossRef - Metabolites of Kimchi Lactic Acid Bacteria, Indole-3-Lactic Acid, Phenyllactic Acid, and Leucic Acid, Inhibit Obesity-Related Inflammation in Human Mesenchymal Stem Cells
Moeun Lee, Daun Kim, Ji Yoon Chang
Journal of Microbiology and Biotechnology.2024; 34(2): 306. CrossRef -
Dysregulation of CD177
+
neutrophils on intraepithelial lymphocytes exacerbates gut inflammation via decreasing microbiota-derived DMF
Huimin Chen, Xiaohan Wu, Ruicong Sun, Huiying Lu, Ritian Lin, Xiang Gao, Gengfeng Li, Zhongsheng Feng, Ruixin Zhu, Yao Yao, Baisui Feng, Zhanju Liu
Gut Microbes.2023;[Epub] CrossRef - MicroRNA‐29a Compromises Hepatic Adiposis and Gut Dysbiosis in High Fat Diet‐Fed Mice via Downregulating Inflammation
Ya‐Ling Yang, Ying‐Hsien Huang, Feng‐Sheng Wang, Ming‐Chao Tsai, Chien‐Hung Chen, Wei‐Shiung Lian
Molecular Nutrition & Food Research.2023;[Epub] CrossRef - Certain Fermented Foods and Their Possible Health Effects with a Focus on Bioactive Compounds and Microorganisms
Gülsüm Deveci, Elif Çelik, Duygu Ağagündüz, Elena Bartkiene, João Miguel F. Rocha, Fatih Özogul
Fermentation.2023; 9(11): 923. CrossRef - Presence of an ultra-small microbiome in fermented cabbages
Hae-Won Lee, So-Ra Yoon, Yun-Mi Dang, Miran Kang, Kwangho Lee, Ji-Hyung Ha, Jin-Woo Bae
PeerJ.2023; 11: e15680. CrossRef - Immunomodulatory effects of Companilactobacillus allii WiKim39 and Lactococcus lactis WiKim0124 isolated from kimchi on lipopolysaccharide-induced RAW264.7 cells and dextran sulfate sodium-induced colitis in mice
Ye-Rang Yun, Moeun Lee, Jung Hee Song, Eun Ji Choi, Ji Yoon Chang
Journal of Functional Foods.2022; 90: 104969. CrossRef - Interaction between the PNPLA3 Gene and Nutritional Factors on NAFLD Development: The Korean Genome and Epidemiology Study
Sooyeon Oh, Jooho Lee, Sukyung Chun, Ja-Eun Choi, Mi Na Kim, Young Eun Chon, Yeonjung Ha, Seong-Gyu Hwang, Sang-Woon Choi, Kyung-Won Hong
Nutrients.2022; 15(1): 152. CrossRef -
Acids produced by lactobacilli inhibit the growth of commensal
Lachnospiraceae
and S24-7 bacteria
Emma J. E. Brownlie, Danica Chaharlangi, Erin Oi-Yan Wong, Deanna Kim, William Wiley Navarre
Gut Microbes.2022;[Epub] CrossRef - The Role of Gut Microbiota Modulation Strategies in Obesity: The Applications and Mechanisms
Lingyue Shan, Akanksha Tyagi, Umair Shabbir, Xiuqin Chen, Selvakumar Vijayalakshmi, Pianpian Yan, Deog-Hwan Oh
Fermentation.2022; 8(8): 376. CrossRef - Fermented rice bran supplementation ameliorates obesity via gut microbiota and metabolism modification in female mice
Shiro Tochitani, Yoshiteru Maehara, Takahiro Kawase, Takamitsu Tsukahara, Ryoichi Shimizu, Taizo Watanabe, Kazuo Maehara, Kenji Asaoka, Hideo Matsuzaki
Journal of Clinical Biochemistry and Nutrition.2022; 70(2): 160. CrossRef - Bifidobacterium longum 070103 Fermented Milk Improve Glucose and Lipid Metabolism Disorders by Regulating Gut Microbiota in Mice
Tong Jiang, Ying Li, Longyan Li, Tingting Liang, Mingzhu Du, Lingshuang Yang, Juan Yang, Runshi Yang, Hui Zhao, Moutong Chen, Yu Ding, Jumei Zhang, Juan Wang, Xinqiang Xie, Qingping Wu
Nutrients.2022; 14(19): 4050. CrossRef - What Is the Role of Gut Microbiota in Obesity Prevalence? A Few Words about Gut Microbiota and Its Association with Obesity and Related Diseases
Julita Tokarek, Joanna Gadzinowska, Ewelina Młynarska, Beata Franczyk, Jacek Rysz
Microorganisms.2021; 10(1): 52. CrossRef - Eating Fermented: Health Benefits of LAB-Fermented Foods
Vincenzo Castellone, Elena Bancalari, Josep Rubert, Monica Gatti, Erasmo Neviani, Benedetta Bottari
Foods.2021; 10(11): 2639. CrossRef - Anti-Inflammatory and Immunomodulatory Properties of Fermented Plant Foods
Roghayeh Shahbazi, Farzaneh Sharifzad, Rana Bagheri, Nawal Alsadi, Hamed Yasavoli-Sharahi, Chantal Matar
Nutrients.2021; 13(5): 1516. CrossRef
- Inhibitory effects of piceatannol on human cytomegalovirus (hCMV) in vitro
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San-Ying Wang , Jing Zhang , Xiao-Gang Xu , Hui-Li Su , Wen-Min Xing , Zhong-Shan Zhang , Wei-Hua Jin , Ji-Huan Dai , Ya-Zhen Wang , Xin-Yue He , Chuan Sun , Jing Yan , Gen-Xiang Mao
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J. Microbiol. 2020;58(8):716-723. Published online June 10, 2020
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DOI: https://doi.org/10.1007/s12275-020-9528-2
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52
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10
Web of Science
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11
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Abstract
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Human cytomegalovirus (hCMV) is a ubiquitous herpesvirus,
which results in the establishment of a latent infection that
persists throughout the life of the host and can be reactivated
when the immunity is low. Currently, there is no vaccine for
hCMV infection, and the licensed antiviral drugs mainly target
the viral enzymes and have obvious adverse reactions.
Thus, it is important to search for compounds with antihCMV
properties. The present study aimed to investigate the
suppressive effects of piceatannol on hCMV Towne strain
infection and the putative underlying mechanisms using human
diploid fibroblast WI-38 cells. Piceatannol supplementation
prevented the lytic changes induced by hCMV infection
in WI-38 cells. Furthermore, piceatannol suppressed the
expression of hCMV immediate-early (IE) and early (E) proteins
as well as the replication of hCMV DNA in a dose-dependent
manner. Moreover, hCMV-induced cellular senescence
was suppressed by piceatannol, as shown by a decline
in the senescence-associated β-galactosidase (SA-β-Gal) activity
and decreased production of intracellular reactive oxygen
species (ROS). p16INK4a, a major senescence-associated
molecule, was dramatically elevated by current hCMV infection
that was attenuated by pre-incubation with piceatannol
in a dose-dependent manner. These results demonstrated
that piceatannol suppressed the hCMV infection via
inhibition of the activation of p16INK4a and cellular senescence
induced by hCMV. Together, these findings indicate piceatannol
as a novel and potent anti-hCMV agent with the potential
to be developed as an effective treatment for chronic
hCMV infection.
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- Piceatannol, a comprehensive review of health perspectives and pharmacological aspects
Hala I. Al-Jaber, Ashok K. Shakya, Mahmoud A. Al-Qudah, Lina M. Barhoumi, Hana E. Abu-Sal, Hazem S. Hasan, Nezar Al-Bataineh, Sultan Abu-Orabi, Mohammad S. Mubarak
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Ravi Kumar Rajan, Maida Engels, Muthiah Ramanathan
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Lianghao Huang, Jinyu Wang, Xiaoyao Ma, Lishan Sun, Cui Hao, Wei Wang
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Plants.2023; 12(23): 3997. CrossRef - Piceatannol as an Antiviral Inhibitor of PRV Infection In Vitro and In Vivo
Zhiying Wang, Xiaojing Cai, Zhiyuan Ren, Yi Shao, Yongkang Xu, Lian Fu, Yan Zhu
Animals.2023; 13(14): 2376. CrossRef - Recent Advances in Antiviral Activities of Triterpenoids
Yue Liu, Liangyu Yang, Hong Wang, Yongai Xiong
Pharmaceuticals.2022; 15(10): 1169. CrossRef - Insights into Antiviral Properties and Molecular Mechanisms of Non-Flavonoid Polyphenols against Human Herpesviruses
Sherif T. S. Hassan, Miroslava Šudomová, Alena Mazurakova, Peter Kubatka
International Journal of Molecular Sciences.2022; 23(22): 13891. CrossRef - Suppressive effects of pterostilbene on human cytomegalovirus (HCMV) infection and HCMV-induced cellular senescence
Sanying Wang, Xuqiang Zhou, Xinyue He, Shushu Ma, Chuan Sun, Jing Zhang, Xiaogang Xu, Weihua Jin, Jin Yan, Ping Lin, Genxiang Mao
Virology Journal.2022;[Epub] CrossRef - Sulphated glucuronomannan tetramer and hexamer from Sargassum thunbergii exhibit anti-human cytomegalovirus activity by blocking viral entry
Sanying Wang, Xiaogang Xu, Chuan Sun, Jing Zhang, Xinyue He, Zhongshan Zhang, Hong Huang, Jing Yan, Weihua Jin, Genxiang Mao
Carbohydrate Polymers.2021; 273: 118510. CrossRef - Chemical constituents from coconut waste and their in silico evaluation as potential antiviral agents against SARS-CoV-2
Marwa Elsbaey, Mahmoud A.A. Ibrahim, Fatma Abdel Bar, Abdullah A. Elgazar
South African Journal of Botany.2021; 141: 278. CrossRef
Reviews
- [Minireivew]Microbial consortia including methanotrophs: some benefits of living together
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Rajendra Singh , Jaewon Ryu , Si Wouk Kim
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J. Microbiol. 2019;57(11):939-952. Published online October 28, 2019
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DOI: https://doi.org/10.1007/s12275-019-9328-8
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48
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26
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28
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Abstract
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With the progress of biotechnological research and improvements
made in bioprocessing with pure cultures, microbial
consortia have gained recognition for accomplishing biological
processes with improved effectiveness. Microbes are
indispensable tool in developing bioprocesses for the production
of bioenergy and biochemicals while utilizing renewable
resources due to technical, economic and environmental
advantages. They communicate with specific cohorts
in close proximity to promote metabolic cooperation. Use of
positive microbial associations has been recognized widely,
especially in food industries and bioremediation of toxic compounds
and waste materials. Role of microbial associations
in developing sustainable energy sources and substitutes for
conventional fuels is highly promising with many commercial
prospects. Detoxification of chemical contaminants sourced
from domestic, agricultural and industrial wastes has also been
achieved through microbial catalysis in pure and co-culture
systems. Methanotrophs, the sole biological sink of greenhouse
gas methane, catalyze the methane monooxygenasemediated
oxidation of methane to methanol, a high energy
density liquid and key platform chemical to produce commodity
chemical compounds and their derivatives. Constructed
microbial consortia have positive effects, such as improved
biomass, biocatalytic potential, stability etc. In a methanotroph-
heterotroph consortium, non-methanotrophs provide
key nutrient factors and alleviate the toxicity from the culture.
Non-methanotrophic organisms biologically stimulate the
growth and activity of methanotrophs via production of growth
stimulators. However, methanotrophs in association with cocultured
microorganisms are in need of further exploration
and thorough investigation to study their interaction mode
and application with improved effectiveness.
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Manjunatha T. Gowda, Radha Prasanna, Aditi Kundu, Virendra Singh Rana, Uma Rao, Gautam Chawla
Journal of Basic Microbiology.2023; 63(6): 604. CrossRef - Characteristics of the methanotroph used in coalbed methane emission reduction: Methane oxidation efficiency and coal wettability
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Biotechnology and Bioprocess Engineering.2022; 27(4): 468. CrossRef - Methanol Production using Free and Immobilized Cells of a Newly Isolated Methylosinus trichosporium M19-4
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Vijaya Rani, Radha Prasanna, Rajeev Kaushik
World Journal of Microbiology and Biotechnology.2022;[Epub] CrossRef - The Effect of In Vitro Coinoculation on the Physiological Parameters of White Lupine Plants (Lupinus albus L.)
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Audrey Menegaz Proenca, Maiara Monteiro Oliveira, Paula Fernanda Ribas Neves, Adriana Giongo, Rafael Rodrigues de Oliveira, Carolina Telles Ott, Letícia Marconatto, Halesio Milton Correa de Barros Neto, João Marcelo Medina Ketzer, Renata Medina-Silva
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Developments
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Gustavo Santoyo, Paulina Guzmán-Guzmán, Fannie Isela Parra-Cota, Sergio de los Santos-Villalobos, Ma. del Carmen Orozco-Mosqueda, Bernard R. Glick
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Aleksandra Gęsicka, Piotr Oleskowicz-Popiel, Mateusz Łężyk
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Dulce J. Hernández-Melchor, Beni Camacho-Pérez, Elvira Ríos-Leal, Jesus Alarcón-Bonilla, Pablo A. López-Pérez
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Carole Guggenheim, Remo Freimann, Magdalena J. Mayr, Karin Beck, Bernhard Wehrli, Helmut Bürgmann
Frontiers in Microbiology.2020;[Epub] CrossRef
- REVIEW] Production of cross-kingdom oxylipins by pathogenic fungi: An update on their role in development and pathogenicity
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Gregory J. Fischer , Nancy P. Keller
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J. Microbiol. 2016;54(3):254-264. Published online February 27, 2016
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DOI: https://doi.org/10.1007/s12275-016-5620-z
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Abstract
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Oxylipins are a class of molecules derived from the incorporation
of oxygen into polyunsaturated fatty acid substrates
through the action of oxygenases. While extensively investigated
in the context of mammalian immune responses, over
the last decade it has become apparent that oxylipins are a
common means of communication among and between plants,
animals, and fungi to control development and alter hostmicrobe
interactions. In fungi, some oxylipins are derived nonenzymatically
while others are produced by lipoxygenases,
cyclooxygenases, and monooxygenases with homology to
plant and human enzymes. Recent investigations of numerous
plant and human fungal pathogens have revealed oxylipins
to be involved in the establishment and progression of disease.
This review highlights oxylipin production by pathogenic
fungi and their role in fungal development and pathogen/
host interactions.
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Jing Gao, Huiqing Liu, Yuxin Jin, Yunbo Luo, Kunlun Huang, Zhihong Liang
Cellular and Molecular Life Sciences.2024;[Epub] CrossRef - Physiological response of Metarhizium rileyi with linoleic acid supplementation
Leidy Esther Sánchez-Rey, Nubia Moreno-Sarmiento, Erika Paola Grijalba-Bernal, Ginna Quiroga-Cubides
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Priya Ramasamy, Balachandar Subbu, Prabhakaran Narayanasamy
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Research Support, U.S. Gov't, Non-P.H.S.
- Synergistic growth in bacteria depends on substrate complexity
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Yi-Jie Deng , Shiao Y. Wang
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J. Microbiol. 2016;54(1):23-30. Published online January 5, 2016
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DOI: https://doi.org/10.1007/s12275-016-5461-9
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Abstract
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bacterial synergism, lignocellulose degradation,
bacterial activity, enzyme production, microbial interaction
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