Identifying and Overcoming Threats to Reproducibility, Replicability, Robustness, and Generalizability in Microbiome Research

被引:136
|
作者
Schloss, Patrick D. [1 ]
机构
[1] Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USA
来源
MBIO | 2018年 / 9卷 / 03期
基金
美国国家卫生研究院;
关键词
American Academy of Microbiology; microbiome; reproducibility; research ethics; scientific method; GUT MICROBIOME; OBESITY; DATABASE; IMPACT;
D O I
10.1128/mBio.00525-18
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
The "reproducibility crisis" in science affects microbiology as much as any other area of inquiry, and microbiologists have long struggled to make their research reproducible. We need to respect that ensuring that our methods and results are sufficiently transparent is difficult. This difficulty is compounded in interdisciplinary fields such as microbiome research. There are many reasons why a researcher is unable to reproduce a previous result, and even if a result is reproducible, it may not be correct. Furthermore, failures to reproduce previous results have much to teach us about the scientific process and microbial life itself. This Perspective delineates a framework for identifying and overcoming threats to reproducibility, replicability, robustness, and generalizability of microbiome research. Instead of seeing signs of a crisis in others' work, we need to appreciate the technical and social difficulties that limit reproducibility in the work of others as well as our own.
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页数:13
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  • [1] Replicability, Robustness, and Reproducibility in Psychological Science
    Nosek, Brian A.
    Hardwicke, Tom E.
    Moshontz, Hannah
    Allard, Aurelien
    Corker, Katherine S.
    Dreber, Anna
    Fidler, Fiona
    Hilgard, Joe
    Struhl, Melissa Kline
    Nuijten, Michele B.
    Rohrer, Julia M.
    Romero, Felipe
    Scheel, Anne M.
    Scherer, Laura D.
    Schoenbrodt, Felix D.
    Vazire, Simine
    [J]. ANNUAL REVIEW OF PSYCHOLOGY, 2022, 73 : 719 - 748
  • [2] REPLICABILITY, REPRODUCIBILITY, AND ROBUSTNESS - COMMENTS ON COLLINS,HARRY
    CARTWRIGHT, N
    [J]. HISTORY OF POLITICAL ECONOMY, 1991, 23 (01) : 143 - 155
  • [3] Objectivity, reproducibility and replicability in forecasting research
    Makridakis, Spyros
    Assimakopoulos, Vassilios
    Spiliotis, Evangelos
    [J]. INTERNATIONAL JOURNAL OF FORECASTING, 2018, 34 (04) : 835 - 838
  • [4] The three R's of scientific integrity: Replicability, reproducibility, and robustness
    McIntosh, Robert D.
    Chambers, Christopher D.
    [J]. CORTEX, 2020, 129 : A4 - A7
  • [5] Generalizability, Robustness and Replicability When Evaluating Wellbeing of Laboratory Mice with Various Methods
    Zechner, Dietmar
    Schulz, Benjamin
    Tang, Guanglin
    Abdelrahman, Ahmed
    Kumstel, Simone
    Seume, Nico
    Palme, Rupert
    Vollmar, Brigitte
    [J]. ANIMALS, 2022, 12 (21):
  • [6] Reproducibility and replicability in zebrafish behavioral neuroscience research
    Gerlai, Robert
    [J]. PHARMACOLOGY BIOCHEMISTRY AND BEHAVIOR, 2019, 178 : 30 - 38
  • [7] Reproducibility and replicability: opportunities and challenges for geospatial research
    Kedron, Peter
    Li, Wenwen
    Fotheringham, Stewart
    Goodchild, Michael
    [J]. INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2021, 35 (03) : 427 - 445
  • [8] Evaluating the Generalizability and Reproducibility of Scientific Research
    Yom, Sue S.
    Deville, Curtiland, Jr.
    Boerma, Marjan
    Carlson, David
    Jabbour, Salma K.
    Braverman, Lisa
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2022, 113 (01): : 1 - 4
  • [9] Improving the replicability and reproducibility of research published in the Journal of Research in Personality
    Lucas, Richard E.
    Donnellan, M. Brent
    [J]. JOURNAL OF RESEARCH IN PERSONALITY, 2013, 47 (04) : 453 - 454
  • [10] A Badging System for Reproducibility and Replicability in Remote Sensing Research
    Frery, Alejandro C.
    Gomez, Luis
    Medeiros, Antonio C.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2020, 13 : 4988 - 4995