Standardized and accessible multi-omics bioinformatics workflows through the NMDC EDGE resource

被引:1
|
作者
Kelliher, Julia M. [1 ]
Xu, Yan [1 ]
Flynn, Mark C. [1 ]
Babinski, Michal [1 ]
Canon, Shane [2 ]
Cavanna, Eric [2 ]
Clum, Alicia [2 ]
Corilo, Yuri E. [3 ]
Fujimoto, Grant [3 ]
Giberson, Cameron [3 ]
Johnson, Leah Y. D. [1 ]
Li, Kaitlyn J.
Li, Po-E [1 ]
Li, Valerie [1 ]
Lo, Chien-Chi [1 ]
Lynch, Wendi
Piehowski, Paul [3 ]
Prime, Kaelan [1 ]
Purvine, Samuel [3 ]
Rodriguez, Francisca
Roux, Simon
Shakya, Migun [1 ]
Smith, Montana [3 ]
Sarrafan, Setareh [2 ]
Cholia, Shreyas [2 ]
Mccue, Lee Ann
Mungall, Chris [2 ]
Hu, Bin [1 ]
Eloe-Fadrosh, Emiley A. [2 ]
Chain, Patrick S. G. [1 ]
机构
[1] Los Alamos Natl Lab, Biosci Div, Los Alamos, NM 87545 USA
[2] Lawrence Berkeley Natl Lab, Environm Genom & Syst Biol Div, Berkeley, CA USA
[3] Pacific Northwest Natl Lab, Richland, WA USA
基金
美国国家科学基金会;
关键词
Microbiome; Multi-omics; Bioinformatics workflows; Standardization; Software; Open-source; SEQUENCE; SOFTWARE;
D O I
10.1016/j.csbj.2024.09.018
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Accessible and easy-to-use standardized bioinformatics workflows are necessary to advance microbiome research from observational studies to large-scale, data-driven approaches. Standardized multi-omics data enables comparative studies, data reuse, and applications of machine learning to model biological processes. To advance broad accessibility of standardized multi-omics bioinformatics workflows, the National Microbiome Data Collaborative (NMDC) has developed the Empowering the Development of Genomics Expertise (NMDC EDGE) resource, a user-friendly, open-source web application (https://nmdc-edge.org). Here, we describe the design and main functionality of the NMDC EDGE resource for processing metagenome, metatranscriptome, natural organic matter, and metaproteome data. The architecture relies on three main layers (web application, orchestration, and execution) to ensure flexibility and expansion to future workflows. The orchestration and execution layers leverage best practices in software containers and accommodate high-performance computing and cloud computing services. Further, we have adopted a robust user research process to collect feedback for continuous improvement of the resource. NMDC EDGE provides an accessible interface for researchers to process multi-omics microbiome data using production-quality workflows to facilitate improved data standardization and interoperability.
引用
收藏
页码:3575 / 3583
页数:9
相关论文
共 50 条
  • [1] Integrative Multi-Omics Through Bioinformatics
    Goh, Hoe-Han
    OMICS APPLICATIONS FOR SYSTEMS BIOLOGY, 2018, 1102 : 69 - 80
  • [2] Making multi-omics data accessible to researchers
    Conesa, Ana
    Beck, Stephan
    SCIENTIFIC DATA, 2019, 6 (1)
  • [3] Making multi-omics data accessible to researchers
    Ana Conesa
    Stephan Beck
    Scientific Data, 6
  • [4] Development of bioinformatics and multi-omics analyses in organoids
    Ha, Doyeon
    Kong, JungHo
    Kim, Donghyo
    Lee, Kwanghwan
    Lee, Juhun
    Park, Minhyuk
    Ahn, Hyunsoo
    Oh, Youngchul
    Kim, Sanguk
    BMB REPORTS, 2023, 56 (01) : 43 - 48
  • [5] Editorial: Artificial intelligence and bioinformatics applications for omics and multi-omics studies
    Facchiano, Angelo
    Heider, Dominik
    Mutarelli, Margherita
    FRONTIERS IN GENETICS, 2024, 15
  • [6] MULTI-OMICS TO EDGE INTO PRECISION MEDICINE FOR DIPG
    Tang, Nanyun
    Leskoske, Kristin
    Garcia-Mansfield, Krystine
    Sharma, Ritin
    Tolson, Hannah
    Pirrotte, Patrick
    Berens, Michael
    NEURO-ONCOLOGY, 2021, 23 : 40 - 40
  • [7] MyeloDB: a multi-omics resource for multiple myeloma
    Kumar, Ambuj
    Kumar, Keerthana Vinod
    Kundal, Kavita
    Sengupta, Avik
    Sharma, Simran
    Kunjulakshmi, R.
    Kumar, Rahul
    FUNCTIONAL & INTEGRATIVE GENOMICS, 2024, 24 (01)
  • [8] MyeloDB: a multi-omics resource for multiple myeloma
    Ambuj Kumar
    Keerthana Vinod Kumar
    Kavita Kundal
    Avik Sengupta
    Simran Sharma
    Kunjulakshmi R
    Rahul Kumar
    Functional & Integrative Genomics, 2024, 24
  • [9] iDog: a multi-omics resource for canids study
    Liu, Yanhu
    Wang, Yibo
    Sun, Jiani
    Kong, Demian
    Zhou, Bowen
    Ding, Mengting
    Meng, Yuyan
    Duan, Guangya
    Cui, Ying
    Fan, Zhuojing
    Zhang, Ya-Ping
    Zhao, Wenming
    Tang, Bixia
    NUCLEIC ACIDS RESEARCH, 2024,
  • [10] Multi-omics to edge into precision medicine for DIPG.
    Weller, Sandra
    Schaefer, Benjamin
    Beigl, Tobias
    Boepple, Kathrin
    Aulitzky, Walter E.
    Kopp, Hans-Georg
    Essmann, Frank
    CANCER RESEARCH, 2021, 81 (13)