Characterization of Lignin-Modifying Enzymes of the Selective White-Rot
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A Machine Learning Tool for Predicting Protein Function Anna
The Woolf Classifier Building Pipeline: A Machine Learning Tool for Predicting Protein Function Anna Farrell-Sherman Submitted in Partial Fulfillment of the Prerequisite for Honors in Computer Science under the advisement of Eni Mustafaraj and Vanja Klepac-Ceraj May 2019 © 2019 Anna Farrell-Sherman Abstract Proteins are the machinery that allow cells to grow, reproduce, communicate, and create multicellular organisms. For all of their importance, scientists still have a hard time understanding the function of a protein based on its sequence alone. For my honors thesis in computer science, I created a machine learning tool that can predict the function of a protein based solely on its amino acid sequence. My tool gives scientists a structure in which to build a � Nearest Neighbor or random forest classifier to distinguish between proteins that can and cannot perform a given function. Using default Min-Max scaling, and the Matthews Correlation Coefficient for accuracy assessment, the Woolf Pipeline is built with simplified choices to guide users to success. i Acknowledgments There are so many people who made this thesis possible. First, thank you to my wonderful advisors, Eni and Vanja, who never gave up on me, and always pushed me to try my hardest. Thank you also to the other members of my committee, Sohie Lee, Shikha Singh, and Rosanna Hertz for supporting me through this process. To Kevin, Sophie R, Sophie E, and my sister Phoebe, thank you for reading my drafts, and advising me when the going got tough. To all my wonderful friends, who were always there with encouraging words, warm hugs, and many congratulations, I cannot thank you enough. -
Prokaryotic Origins of the Non-Animal Peroxidase Superfamily and Organelle-Mediated Transmission to Eukaryotes
View metadata, citation and similar papers at core.ac.uk brought to you by CORE provided by Elsevier - Publisher Connector Genomics 89 (2007) 567–579 www.elsevier.com/locate/ygeno Prokaryotic origins of the non-animal peroxidase superfamily and organelle-mediated transmission to eukaryotes Filippo Passardi a, Nenad Bakalovic a, Felipe Karam Teixeira b, Marcia Margis-Pinheiro b,c, ⁎ Claude Penel a, Christophe Dunand a, a Laboratory of Plant Physiology, University of Geneva, Quai Ernest-Ansermet 30, CH-1211 Geneva 4, Switzerland b Department of Genetics, Institute of Biology, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil c Department of Genetics, Federal University of Rio Grande do Sul, Rio Grande do Sul, Brazil Received 16 June 2006; accepted 18 January 2007 Available online 13 March 2007 Abstract Members of the superfamily of plant, fungal, and bacterial peroxidases are known to be present in a wide variety of living organisms. Extensive searching within sequencing projects identified organisms containing sequences of this superfamily. Class I peroxidases, cytochrome c peroxidase (CcP), ascorbate peroxidase (APx), and catalase peroxidase (CP), are known to be present in bacteria, fungi, and plants, but have now been found in various protists. CcP sequences were detected in most mitochondria-possessing organisms except for green plants, which possess only ascorbate peroxidases. APx sequences had previously been observed only in green plants but were also found in chloroplastic protists, which acquired chloroplasts by secondary endosymbiosis. CP sequences that are known to be present in prokaryotes and in Ascomycetes were also detected in some Basidiomycetes and occasionally in some protists. -
Bioresources.Com
PEER-REVIEWED REVIEW ARTICLE bioresources.com BIOLOGICAL PRETREATMENT OF LIGNOCELLULOSES WITH WHITE-ROT FUNGI AND ITS APPLICATIONS: A REVIEW a,b c, d Isroi, Ria Millati, * Siti Syamsiah, Claes Niklasson,b Muhammad Nur Cahyanto,c f Knut Lundquist,e and Mohammad J. Taherzadeh Lignocellulosic carbohydrates, i.e. cellulose and hemicellulose, have abundant potential as feedstock for production of biofuels and chemicals. However, these carbohydrates are generally infiltrated by lignin. Breakdown of the lignin barrier will alter lignocelluloses structures and make the carbohydrates accessible for more efficient bioconversion. White-rot fungi produce ligninolytic enzymes (lignin peroxidase, manganese peroxidase, and laccase) and efficiently mineralise lignin into CO2 and H2O. Biological pretreatment of lignocelluloses using white-rot fungi has been used for decades for ruminant feed, enzymatic hydrolysis, and biopulping. Application of white-rot fungi capabilities can offer environmentally friendly processes for utilising lignocelluloses over physical or chemical pretreatment. This paper reviews white-rot fungi, ligninolytic enzymes, the effect of biological pretreatment on biomass characteristics, and factors affecting biological pretreatment. Application of biological pretreatment for enzymatic hydrolysis, biofuels (bioethanol, biogas and pyrolysis), biopulping, biobleaching, animal feed, and enzymes production are also discussed. Keywords: Biological pretreatment; White-rot fungi; Lignocellulose; Solid-state fermentation; Lignin peroxidase; -
Textile Dye Biodecolorization by Manganese Peroxidase: a Review
molecules Review Textile Dye Biodecolorization by Manganese Peroxidase: A Review Yunkang Chang 1,2, Dandan Yang 2, Rui Li 2, Tao Wang 2,* and Yimin Zhu 1,* 1 Institute of Environmental Remediation, Dalian Maritime University, Dalian 116026, China; [email protected] 2 The Lab of Biotechnology Development and Application, School of Biological Science, Jining Medical University, No. 669 Xueyuan Road, Donggang District, Rizhao 276800, China; [email protected] (D.Y.); [email protected] (R.L.) * Correspondence: [email protected] (T.W.); [email protected] (Y.Z.); Tel.: +86-063-3298-3788 (T.W.); +86-0411-8472-6992 (Y.Z.) Abstract: Wastewater emissions from textile factories cause serious environmental problems. Man- ganese peroxidase (MnP) is an oxidoreductase with ligninolytic activity and is a promising biocatalyst for the biodegradation of hazardous environmental contaminants, and especially for dye wastewater decolorization. This article first summarizes the origin, crystal structure, and catalytic cycle of MnP, and then reviews the recent literature on its application to dye wastewater decolorization. In addition, the application of new technologies such as enzyme immobilization and genetic engineering that could improve the stability, durability, adaptability, and operating costs of the enzyme are highlighted. Finally, we discuss and propose future strategies to improve the performance of MnP-assisted dye decolorization in industrial applications. Keywords: manganese peroxidase; biodecolorization; dye wastewater; immobilization; recombi- nant enzyme Citation: Chang, Y.; Yang, D.; Li, R.; Wang, T.; Zhu, Y. Textile Dye Biodecolorization by Manganese Peroxidase: A Review. Molecules 2021, 26, 4403. https://doi.org/ 1. Introduction 10.3390/molecules26154403 The textile industry produces large quantities of wastewater containing different types of dyes used during the dyeing process, which cause great harm to the environment [1,2]. -
Oxidative Bio-Desulfurization by Nanostructured Peroxidase Mediator System
catalysts Article Oxidative Bio-Desulfurization by Nanostructured Peroxidase Mediator System Eliana Capecchi 1,*, Davide Piccinino 1, Bruno Mattia Bizzarri 1, Lorenzo Botta 1 , Marcello Crucianelli 2 and Raffaele Saladino 1,* 1 Department of Biological and Ecological Sciences, University of Tuscia, Via S. Camillo de Lellis snc, 01100 Viterbo, Italy; [email protected] (D.P.); [email protected] (B.M.B.); [email protected] (L.B.) 2 Department of Physical and Chemical Sciences, University of L’Aquila, Via Vetoio I, Coppito, 67100 L’Aquila, Italy; [email protected] * Correspondence: [email protected] (E.C.); [email protected] (R.S.) Received: 21 February 2020; Accepted: 6 March 2020; Published: 9 March 2020 Abstract: Bio-desulfurization is an efficient technology for removing recalcitrant sulfur derivatives from liquid fuel oil in environmentally friendly experimental conditions. In this context, the development of heterogeneous bio-nanocatalysts is of great relevance to improve the performance of the process. Here we report that lignin nanoparticles functionalized with concanavalin A are a renewable and efficient platform for the layer-by-layer immobilization of horseradish peroxidase. The novel bio-nanocatalysts were applied for the oxidation of dibenzothiophene as a well-recognized model of the recalcitrant sulfur derivative. The reactions were performed with hydrogen peroxide as a green primary oxidant in the biphasic system PBS/n-hexane at 45 ◦C and room pressure, the highest conversion of the substrate occurring in the presence of cationic polyelectrolyte layer and hydroxy-benzotriazole as a low molecular weight redox mediator. The catalytic activity was retained for more transformations highlighting the beneficial effect of the support in the reusability of the heterogeneous system. -
New Automatically Built Profiles for a Better Understanding of the Peroxidase Superfamily Evolution
University of Geneva Practical training report submitted for the Master Degree in Proteomics and Bioinformatics New automatically built profiles for a better understanding of the peroxidase superfamily evolution presented by Dominique Koua Supervisors: Dr Christophe DUNAND Dr Nicolas HULO Laboratory of Plant Physiology, Dr Christian J.A. SIGRIST University of Geneva Swiss Institute of Bioinformatics PROSITE group. Geneva, April, 18th 2008 Abstract Motivation: Peroxidases (EC 1.11.1.x), which are encoded by small or large multigenic families, are involved in several important physiological and developmental processes. These proteins are extremely widespread and present in almost all living organisms. An important number of haem and non-haem peroxidase sequences are annotated and classified in the peroxidase database PeroxiBase (http://peroxibase.isb-sib.ch). PeroxiBase contains about 5800 peroxidase sequences classified as haem peroxidases and non-haem peroxidases and distributed between thirteen superfamilies and fifty subfamilies, (Passardi et al., 2007). However, only a few classification tools are available for the characterisation of peroxidase sequences: InterPro motifs, PRINTS and specifically designed PROSITE profiles. However, these PROSITE profiles are very global and do not allow the differenciation between very close subfamily sequences nor do they allow the prediction of specific cellular localisations. Due to the rapid growth in the number of available sequences, there is a need for continual updates and corrections of peroxidase protein sequences as well as for new tools that facilitate acquisition and classification of existing and new sequences. Currently, the PROSITE generalised profile building manner and their usage do not allow the differentiation of sequences from subfamilies showing a high degree of similarity. -
Ioides Species Kazuhiro Takagi, Kunihiko Fujii, Ken-Ichi Yamazaki, Naoki Harada and Akio Iwasaki Download PDF (313.9 KB) View HTML
Aquaculture Journals – Table of Contents With the financial support of Flemish Interuniversity Councel Aquaculture Journals – Table of Contents September 2012 Information of interest !! Animal Feed Science and Technology * Antimicrobial Agents and Chemotherapy Applied and Environmental Microbiology Applied Microbiology and Biotechnology Aqua Aquaculture * Aquaculture Economics & Management Aquacultural Engineering * Aquaculture International * Aquaculture Nutrition * Aquaculture Research * Current Opinion in Microbiology * Diseases of Aquatic Organisms * Fish & Shellfish Immunology * Fisheries Science * Hydrobiologia * Indian Journal of Fisheries International Journal of Aquatic Science Journal of Applied Ichthyology * Journal of Applied Microbiology * Journal of Applied Phycology Journal of Aquaculture Research and Development Journal of Experimental Marine Biology and Ecology * Journal of Fish Biology Journal of Fish Diseases * Journal of Invertebrate Pathology* Journal of Microbial Ecology* Aquaculture Journals Page: 1 of 331 Aquaculture Journals – Table of Contents Journal of Microbiological Methods Journal of Shellfish Research Journal of the World Aquaculture Society Letters in Applied Microbiology * Marine Biology * Marine Biotechnology * Nippon Suisan Gakkaishi Reviews in Aquaculture Trends in Biotechnology * Trends in Microbiology * * full text available Aquaculture Journals Page: 2 of 331 Aquaculture Journals – Table of Contents BibMail Information of Interest - September, 2012 Abstracts of papers presented at the XV International -
Lignocellulolytic Enzyme Production from Wood Rot Fungi Collected in Chiapas, Mexico, and Their Growth on Lignocellulosic Material
Journal of Fungi Article Lignocellulolytic Enzyme Production from Wood Rot Fungi Collected in Chiapas, Mexico, and Their Growth on Lignocellulosic Material Lina Dafne Sánchez-Corzo 1 , Peggy Elizabeth Álvarez-Gutiérrez 1 , Rocío Meza-Gordillo 1 , Juan José Villalobos-Maldonado 1, Sofía Enciso-Pinto 2 and Samuel Enciso-Sáenz 1,* 1 National Technological of Mexico-Technological Institute of Tuxtla Gutiérrez, Carretera Panamericana, km. 1080, Boulevares, C.P., Tuxtla Gutiérrez 29050, Mexico; [email protected] (L.D.S.-C.); [email protected] (P.E.Á.-G.); [email protected] (R.M.-G.); [email protected] (J.J.V.-M.) 2 Institute of Biomedical Research, National Autonomous University of Mexico, Circuito, Mario de La Cueva s/n, C.U., Coyoacán, México City 04510, Mexico; sofi[email protected] * Correspondence: [email protected]; Tel.: +52-96-150461 (ext. 304) Abstract: Wood-decay fungi are characterized by ligninolytic and hydrolytic enzymes that act through non-specific oxidation and hydrolytic reactions. The objective of this work was to evaluate the production of lignocellulolytic enzymes from collected fungi and to analyze their growth on lignocellulosic material. The study considered 18 species isolated from collections made in the state Citation: Sánchez-Corzo, L.D.; of Chiapas, Mexico, identified by taxonomic and molecular techniques, finding 11 different families. Álvarez-Gutiérrez, P.E.; The growth rates of each isolate were obtained in culture media with African palm husk (PH), coffee Meza-Gordillo, R.; husk (CH), pine sawdust (PS), and glucose as control, measuring daily growth with images analyzed Villalobos-Maldonado, J.J.; in ImageJ software, finding the highest growth rate in the CH medium. -
Bioaugmentation with Vaults: Novel in Situ Remediation Strategy for Transformation of Perfluoroalkyl Compounds
FINAL REPORT Bioaugmentation with Vaults: Novel In Situ Remediation Strategy for Transformation of Perfluoroalkyl Compounds SERDP Project ER-2422 JANUARY 2016 Shaily Mahendra, PhD Leonard H. Rome, PhD Valerie A. Kickhoefer, PhD Meng Wang, MS University of California, Los Angeles Distribution Statement A Page Intentionally Left Blank This report was prepared under contract to the Department of Defense Strategic Environmental Research and Development Program (SERDP). The publication of this report does not indicate endorsement by the Department of Defense, nor should the contents be construed as reflecting the official policy or position of the Department of Defense. Reference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise, does not necessarily constitute or imply its endorsement, recommendation, or favoring by the Department of Defense. Page Intentionally Left Blank Form ApprowJd REPORTDOCUMENTATJONPAGE 0MB No.070UJ1BB The publicror repartlngbunlen 1h11 C0lec:liDIIlnf0rmat100 af Is estlmaled ID a-age1haurpr.-flllPIIIIN,lncludlng ror lhelime nlYillwlng lrwlructions, .-dq alstlng dalll -. gathering needed,and makltakmglhedata and camplrl&lgilformalbL andflMIIIWIIIthec:dledl0nof Send aimmenll '9g8l'dlng thisbunlenestlmaleo,anyat!.- asped rl llisi1bmallcx,, C0lllldi0ncf Including suggestiarmDepar".mr11d farl'llduc:lnglheburden,ID ot Defame,Semcm, W8stlinglDl'IHwlqmr1ln Dinlclaralll lnfannatian far Operltiara(0704-0188}, andRllparta 1215 JefferlonD11'111 Highway, Sulla 1204+ ArllnglDn.VA 22202-<1302.. Rmp011de,itastia.lld be awm9 thatnalwlltlaandlnganyDlhlll' provillan at law, 1111 pr,rsan lhall be IUbjr,c:ta ID8l'lfpenallyfarfallinglocarnplywllhacalecllar!afblfor11iiilkx,If dotil nat dilplay0MB acumtnllyvalid c:anlnll number. PLEASENOT DO RETURNYOUR FORMTO TIIE ABOVE ADDRESS, 1. REPORTDATE (DD-MM-YVVY) REPORTTYPE 3. DATES COVERED(From - To) 15/01/2016 12.Technical 20/08/2014 - 20/08/2016 4. -
( 12 ) United States Patent
US009765324B2 (12 ) United States Patent ( 10 ) Patent No. : US 9 ,765 , 324 B2 Corgie et al. (45 ) Date of Patent: Sep. 19, 2017 (54 ) HIERARCHICAL MAGNETIC ( 2013 .01 ) ; C12N 11/ 14 ( 2013 .01 ); C12N 13/ 00 NANOPARTICLE ENZYME MESOPOROUS ( 2013 .01 ) ; C12P 7 /04 ( 2013 . 01 ) ; C12P 7 / 22 ASSEMBLIES EMBEDDED IN ( 2013 . 01 ) ; C12P 17 /02 ( 2013 .01 ) ; B01J MACROPOROUS SCAFFOLDS 35 / 1061 ( 2013 .01 ) ; B01J 35 / 1066 (2013 .01 ) ; BOIJ 2208 /00805 ( 2013 . 01 ) ; B01J 2219 /0854 (71 ) Applicant: CORNELL UNIVERSITY , Ithaca , NY ( 2013 .01 ) ; BOIJ 2219 /0862 ( 2013 .01 ) ; CO2F (US ) 2101/ 327 (2013 .01 ) ; CO2F 2209 / 006 (2013 . 01 ) ; CO2F 2303 /04 (2013 .01 ) ; (72 ) Inventors : Stephane C . Corgie , Ithaca , NY (US ) ; Xiaonan Duan , Ithaca, NY (US ) ; ( Continued ) Emmanuel Giannelis , Ithaca , NY (US ) ; (58 ) Field of Classification Search Daniel Aneshansley , Ithaca , NY (US ) ; None Larry P . Walker , Ithaca , NY (US ) See application file for complete search history . (73 ) Assignee : CORNELL UNIVERSITY , Ithaca , NY (56 ) References Cited (US ) U . S . PATENT DOCUMENTS ( * ) Notice : Subject to any disclaimer, the term of this 4 , 152, 210 A 5 / 1979 Robinson et al. patent is extended or adjusted under 35 6 , 440 , 711 B18 / 2002 Dave U . S . C . 154 ( b ) by 73 days. (Continued ) ( 21) Appl. No .: 14 /433 , 242 FOREIGN PATENT DOCUMENTS CN 1580233 A * 2 / 2005 ( 22 ) PCT Filed : Oct. 4 , 2013 CN 101109016 A 1 / 2008 ( 86 ) PCT No .: PCT/ US2013 / 063441 (Continued ) $ 371 ( c ) ( 1 ), OTHER PUBLICATIONS ( 2 ) Date : Apr. 2 , 2015 Corgie S . et al . Self Assembled Complexes of Horseradish (87 ) PCT Pub . No. -
Bacterialdye-Decolorizingperoxidases
DE GRUYTER Physical Sciences Reviews. 2016; 20160051 Chao Chen / Tao Li Bacterial dye-decolorizing peroxidases: Biochemical properties and biotechnological opportunities DOI: 10.1515/psr-2016-0051 1 Introduction In biorefineries, processing biomass begins with separating lignin fromcellulose and hemicellulose. Thelatter two are depolymerized to give monosaccharides (e.g. glucose and xylose), which can be converted to fuels or chemicals. In contrast, lignin presents a challenging target for further processing due to its inherent heterogene- ity and recalcitrance. Therefore it has only been used in low-value applications. For example, lignin is burnt to recover energy in cellulosic ethanol production. Valorization of lignin is critical for biorefineries as it may generate high revenue. Lignin is the obvious candidate to provide renewable aromatic chemicals [1, 2]. As long as it can be depolymerized, the phenylpropane units can be converted into useful phenolic chemicals, which are currently derived from fossil fuels. In nature, lignin is efficiently depolymerized by rot fungi that secrete heme- and copper-containing oxidative enzymes [3]. Although lignin valorization is an important objective, industrial depolymerization by fungal enzymes would be difficult, largely due to difficulties in protein expression and genetic manipulation infungi. In recent years, however, there is a growing interest in identifying ligninolytic bacteria that contain lignin- degrading enzymes. So far, several bacteria have been characterized to be lignin degraders [4, 5]. These bacteria, including actinobacteria and proteobacteria, have a unique class of dye-decolorizing peroxidases (DyPs, EC 1.11.1.19, PF04261) [6, 7]. These enzymes are equivalent to the fungal oxidases in lignin degradation, but they are much easier to manipulate as their functional expression does not involve post translational modification. -
Litter Quality Drives the Differentiation of Microbial Communities In
www.nature.com/scientificreports OPEN Litter quality drives the diferentiation of microbial communities in the litter horizon Received: 25 July 2017 Accepted: 8 June 2018 across an alpine treeline ecotone in Published: xx xx xxxx the eastern Tibetan Plateau Haifeng Zheng1, Yamei Chen1, Yang Liu1, Jian Zhang1, Wanqing Yang1, Lin Yang1, Hongjie Li1, Lifeng Wang1, Fuzhong Wu 1 & Li Guo2 Cellulose and lignin are the main polymeric components of the forest litter horizon. We monitored microbial community composition using phospholipid fatty acid (PLFA) analysis and investigated the ligninolytic and cellulolytic enzyme activities of the litter horizon across an alpine treeline ecotone in the eastern Tibetan Plateau. The activities of ligninolytic and cellulolytic enzymes and the biomass of microbial PLFAs were higher in the initial stage of litter decomposition than in the latter stage in the three vegetation types (coniferous forest, alpine shrubland and alpine meadow). Soil microbial community structure varied signifcantly over the course of litter decomposition in the three vegetation types. Furthermore, the BIOENV procedure revealed that the carbon to nitrogen (C:N) ratio, carbon to phosphorus (C:P) ratio and moisture content (MC) were the most important determinants of microbial community structure in the initial stage of litter decomposition, whereas pH and the lignin concentration were the major factors infuencing the microbial community structure in the later stage of litter decomposition. These fndings indicate that litter quality drives the diferentiation of microbial communities in the litter horizon across an alpine treeline ecotone in the eastern Tibetan Plateau. Te decomposition of plant litter involves a complex set of processes that include chemical, physical, and biologi- cal agents acting upon a wide variety of organic substrates.