IDEAS home Printed from https://ideas.repec.org/a/plo/pcbi00/1004957.html
   My bibliography  Save this article

MEGAN Community Edition - Interactive Exploration and Analysis of Large-Scale Microbiome Sequencing Data

Author

Listed:
  • Daniel H Huson
  • Sina Beier
  • Isabell Flade
  • Anna Górska
  • Mohamed El-Hadidi
  • Suparna Mitra
  • Hans-Joachim Ruscheweyh
  • Rewati Tappu

Abstract

There is increasing interest in employing shotgun sequencing, rather than amplicon sequencing, to analyze microbiome samples. Typical projects may involve hundreds of samples and billions of sequencing reads. The comparison of such samples against a protein reference database generates billions of alignments and the analysis of such data is computationally challenging. To address this, we have substantially rewritten and extended our widely-used microbiome analysis tool MEGAN so as to facilitate the interactive analysis of the taxonomic and functional content of very large microbiome datasets. Other new features include a functional classifier called InterPro2GO, gene-centric read assembly, principal coordinate analysis of taxonomy and function, and support for metadata. The new program is called MEGAN Community Edition (CE) and is open source. By integrating MEGAN CE with our high-throughput DNA-to-protein alignment tool DIAMOND and by providing a new program MeganServer that allows access to metagenome analysis files hosted on a server, we provide a straightforward, yet powerful and complete pipeline for the analysis of metagenome shotgun sequences. We illustrate how to perform a full-scale computational analysis of a metagenomic sequencing project, involving 12 samples and 800 million reads, in less than three days on a single server. All source code is available here: https://github.com/danielhuson/megan-ceAuthor Summary: Microbiome sequencing projects continue to grow rapidly, both in the number of samples considered and sequencing reads collected. With MEGAN Community Edition (CE), we provide a highly efficient program for interactive analysis and comparison of such data, allowing one to explore hundreds of samples and billions of reads. While taxonomic profiling is performed based on the NCBI taxonomy, we provide a number of different functional profiling approaches such as SEED, eggNOG, KEGG, and a new InterPro2GO classification scheme. MEGAN CE also supports the use of metadata in the context of principal coordinate analysis and clustering analysis.

Suggested Citation

  • Daniel H Huson & Sina Beier & Isabell Flade & Anna Górska & Mohamed El-Hadidi & Suparna Mitra & Hans-Joachim Ruscheweyh & Rewati Tappu, 2016. "MEGAN Community Edition - Interactive Exploration and Analysis of Large-Scale Microbiome Sequencing Data," PLOS Computational Biology, Public Library of Science, vol. 12(6), pages 1-12, June.
  • Handle: RePEc:plo:pcbi00:1004957
    DOI: 10.1371/journal.pcbi.1004957
    as

    Download full text from publisher

    File URL: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1004957
    Download Restriction: no

    File URL: https://journals.plos.org/ploscompbiol/article/file?id=10.1371/journal.pcbi.1004957&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pcbi.1004957?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Rachel Mackelprang & Mark P. Waldrop & Kristen M. DeAngelis & Maude M. David & Krystle L. Chavarria & Steven J. Blazewicz & Edward M. Rubin & Janet K. Jansson, 2011. "Metagenomic analysis of a permafrost microbial community reveals a rapid response to thaw," Nature, Nature, vol. 480(7377), pages 368-371, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Girija Kaushal & Monika Thakur & Amit Kumar Rai & Sudhir P. Singh, 2022. "A Comprehensive Metagenomic Analysis Framework Revealing Microbiome Profile and Potential for Hydrocarbon Degradation and Carbohydrate Metabolism in a Himalayan Artificial Lake," Sustainability, MDPI, vol. 14(18), pages 1-20, September.
    2. Åshild J. Vågene & Tanvi P. Honap & Kelly M. Harkins & Michael S. Rosenberg & Karen Giffin & Felipe Cárdenas-Arroyo & Laura Paloma Leguizamón & Judith Arnett & Jane E. Buikstra & Alexander Herbig & Jo, 2022. "Geographically dispersed zoonotic tuberculosis in pre-contact South American human populations," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    3. Tyler J. Murchie & Alistair J. Monteath & Matthew E. Mahony & George S. Long & Scott Cocker & Tara Sadoway & Emil Karpinski & Grant Zazula & Ross D. E. MacPhee & Duane Froese & Hendrik N. Poinar, 2021. "Collapse of the mammoth-steppe in central Yukon as revealed by ancient environmental DNA," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    4. Şuheda Reisoglu & Sevcan Aydin, 2023. "Bacteriophage and Their Potential Use in Bioaugmentation of Biological Wastewater Treatment Processes," Sustainability, MDPI, vol. 15(16), pages 1-13, August.
    5. Anupam J. Das & Renuka Ravinath & Talambedu Usha & Biligi Sampgod Rohith & Hemavathy Ekambaram & Mothukapalli Krishnareddy Prasannakumar & Nijalingappa Ramesh & Sushil Kumar Middha, 2021. "Microbiome Analysis of the Rhizosphere from Wilt Infected Pomegranate Reveals Complex Adaptations in Fusarium—A Preliminary Study," Agriculture, MDPI, vol. 11(9), pages 1-17, August.
    6. Linda Armbrecht & Michael E. Weber & Maureen E. Raymo & Victoria L. Peck & Trevor Williams & Jonathan Warnock & Yuji Kato & Iván Hernández-Almeida & Frida Hoem & Brendan Reilly & Sidney Hemming & Ian , 2022. "Ancient marine sediment DNA reveals diatom transition in Antarctica," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    7. C C Lyman & G R Holyoak & K Meinkoth & X Wieneke & K A Chillemi & U DeSilva, 2019. "Canine endometrial and vaginal microbiomes reveal distinct and complex ecosystems," PLOS ONE, Public Library of Science, vol. 14(1), pages 1-17, January.
    8. Yelin Han & Panpan Xu & Yuyang Wang & Wenliang Zhao & Junpeng Zhang & Shuyi Zhang & Jianwei Wang & Qi Jin & Zhiqiang Wu, 2023. "Panoramic analysis of coronaviruses carried by representative bat species in Southern China to better understand the coronavirus sphere," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    9. Sylvain François-Étienne & Leroux Nicolas & Normandeau Eric & Custodio Jaqueline & Mercier Pierre-Luc & Bouslama Sidki & Holland Aleicia & Barroso Danilo & Val Adalberto Luis & Derome Nicolas, 2023. "Important role of endogenous microbial symbionts of fish gills in the challenging but highly biodiverse Amazonian blackwaters," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    10. Mohammed Y. Refai & Aala A. Abulfaraj & Israa J. Hakeem & Nehad A. Shaer & Mashael D. Alqahtani & Maryam M. Alomran & Nahaa M. Alotaibi & Hana S. Sonbol & Abdulrahman M. Alhashimi & Nouf S. Al-Abbas &, 2023. "Rhizobiome Signature and Its Alteration Due to Watering in the Wild Plant Moringa oleifera," Sustainability, MDPI, vol. 15(3), pages 1-25, February.
    11. Michael J. Tisza & Derek D. N. Smith & Andrew E. Clark & Jung-Ho Youn & Pavel P. Khil & John P. Dekker, 2023. "Roving methyltransferases generate a mosaic epigenetic landscape and influence evolution in Bacteroides fragilis group," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    12. Manal A. Tashkandi & Rewaa S. Jalal & Lina Baz & Mohammed Y. Refai & Ashwag Shami & Ruba Abdulrahman Ashy & Haneen W. Abuauf & Fatimah M. Alshehrei & Fawzia A. Alshubaily & Aminah A. Barqawi & Sahar A, 2022. "Functional Interpretation of Cross-Talking Pathways with Emphasis on Amino Acid Metabolism in Rhizosphere Microbiome of the Wild Plant Moringa oleifera," Agriculture, MDPI, vol. 12(11), pages 1-22, October.
    13. Massimo Ferrara & Maria Federica Sgarro & Aristide Maggiolino & Sara Damiano & Francesco Iannaccone & Giuseppina Mulè & Pasquale De Palo, 2021. "Effect of Red Orange and Lemon Extract-Enriched Diet in Suckling Lambs’ Fecal Microbiota," Agriculture, MDPI, vol. 11(7), pages 1-11, June.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. M. E. Marushchak & J. Kerttula & K. Diáková & A. Faguet & J. Gil & G. Grosse & C. Knoblauch & N. Lashchinskiy & P. J. Martikainen & A. Morgenstern & M. Nykamb & J. G. Ronkainen & H. M. P. Siljanen & L, 2021. "Thawing Yedoma permafrost is a neglected nitrous oxide source," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    2. Dazhi Jiao & Yuzhen Ye & Haixu Tang, 2013. "Probabilistic Inference of Biochemical Reactions in Microbial Communities from Metagenomic Sequences," PLOS Computational Biology, Public Library of Science, vol. 9(3), pages 1-11, March.
    3. Xie, Xian-Hua & Yu, Zu-Guo & Ma, Yuan-Lin & Han, Guo-Sheng & Anh, Vo, 2017. "A novel genome signature based on inter-nucleotide distances profiles for visualization of metagenomic data," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 482(C), pages 87-94.
    4. Yuan Zhang & Yanni Sun & James R Cole, 2014. "A Scalable and Accurate Targeted Gene Assembly Tool (SAT-Assembler) for Next-Generation Sequencing Data," PLOS Computational Biology, Public Library of Science, vol. 10(8), pages 1-16, August.
    5. Sofia Rigou & Sébastien Santini & Chantal Abergel & Jean-Michel Claverie & Matthieu Legendre, 2022. "Past and present giant viruses diversity explored through permafrost metagenomics," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    6. Xiaoqian Li & Jianwei Xing & Shouji Pang & Youhai Zhu & Shuai Zhang & Rui Xiao & Cheng Lu, 2022. "Carbon Isotopic Evidence for Gas Hydrate Release and Its Significance on Seasonal Wetland Methane Emission in the Muli Permafrost of the Qinghai-Tibet Plateau," IJERPH, MDPI, vol. 19(4), pages 1-14, February.
    7. Anzhou Ma & Jiejie Zhang & Guohua Liu & Xuliang Zhuang & Guoqiang Zhuang, 2022. "Cryosphere Microbiome Biobanks for Mountain Glaciers in China," Sustainability, MDPI, vol. 14(5), pages 1-18, March.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pcbi00:1004957. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ploscompbiol (email available below). General contact details of provider: https://journals.plos.org/ploscompbiol/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.