Bugs as features (part 2): a perspective on enriching microbiome-gut-brain axis analyses

被引:7
作者
Bastiaanssen, Thomaz F. S. [1 ,2 ]
Quinn, Thomas P.
Loughman, Amy [3 ]
机构
[1] Univ Coll Cork, APC Microbiome Ireland, Cork, Ireland
[2] Univ Coll Cork, Dept Anat & Neurosci, Cork, Ireland
[3] Deakin Univ, IMPACT Inst Mental & Phys Hlth & Clin Translat, Food & Mood Ctr, Geelong, Vic, Australia
来源
NATURE MENTAL HEALTH | 2023年 / 1卷 / 12期
基金
爱尔兰科学基金会;
关键词
DIRECTED ACYCLIC GRAPHS; CAUSAL INFERENCE; MULTI-OMICS; TRANSMISSION;
D O I
10.1038/s44220-023-00149-2
中图分类号
R749 [精神病学];
学科分类号
100205 ;
摘要
The microbiome-gut-brain axis field is multidisciplinary, benefiting from the expertise of microbiology, ecology, psychiatry, computational biology, and epidemiology among other disciplines. As the field matures and moves beyond a basic demonstration of its relevance, it is critical that study design and analyses are robust and foster reproducibility. In this companion piece to Bugs as features (part 1), we present techniques from adjacent and disparate fields to enrich and inform the analysis of microbiome-gut-brain axis data. Emerging techniques built specifically for the microbiome-gut-brain axis are also demonstrated. All of these methods are contextualized to inform several common challenges: how do we establish causality; how can we integrate data from multiple 'omics techniques; how might we account for the dynamicism of host-microbiome interactions? This perspective is offered to experienced and emerging microbiome scientists alike to assist with these questions and others at the study conception, design, analysis, and interpretation stages of research.
引用
收藏
页码:939 / 949
页数:11
相关论文
共 106 条
[1]   Metatranscriptome of human faecal microbial communities in a cohort of adult men [J].
Abu-Ali, Galeb S. ;
Mehta, Raaj S. ;
Lloyd-Price, Jason ;
Mallick, Himel ;
Branck, Tobyn ;
Ivey, Kerry L. ;
Drew, David A. ;
DuLong, Casey ;
Rimm, Eric ;
Izard, Jacques ;
Chan, Andrew T. ;
Huttenhower, Curtis .
NATURE MICROBIOLOGY, 2018, 3 (03) :356-366
[2]   Metagenomics, Metatranscriptomics, and Metabolomics Approaches for Microbiome Analysis [J].
Aguiar-Pulido, Vanessa ;
Huang, Wenrui ;
Suarez-Ulloa, Victoria ;
Cickovski, Trevor ;
Mathee, Kalai ;
Narasimhan, Giri .
EVOLUTIONARY BIOINFORMATICS, 2016, 12 :5-16
[3]   Enterotypes of the human gut microbiome [J].
Arumugam, Manimozhiyan ;
Raes, Jeroen ;
Pelletier, Eric ;
Le Paslier, Denis ;
Yamada, Takuji ;
Mende, Daniel R. ;
Fernandes, Gabriel R. ;
Tap, Julien ;
Bruls, Thomas ;
Batto, Jean-Michel ;
Bertalan, Marcelo ;
Borruel, Natalia ;
Casellas, Francesc ;
Fernandez, Leyden ;
Gautier, Laurent ;
Hansen, Torben ;
Hattori, Masahira ;
Hayashi, Tetsuya ;
Kleerebezem, Michiel ;
Kurokawa, Ken ;
Leclerc, Marion ;
Levenez, Florence ;
Manichanh, Chaysavanh ;
Nielsen, H. Bjorn ;
Nielsen, Trine ;
Pons, Nicolas ;
Poulain, Julie ;
Qin, Junjie ;
Sicheritz-Ponten, Thomas ;
Tims, Sebastian ;
Torrents, David ;
Ugarte, Edgardo ;
Zoetendal, Erwin G. ;
Wang, Jun ;
Guarner, Francisco ;
Pedersen, Oluf ;
de Vos, Willem M. ;
Brunak, Soren ;
Dore, Joel ;
Weissenbach, Jean ;
Ehrlich, S. Dusko ;
Bork, Peer .
NATURE, 2011, 473 (7346) :174-180
[4]   THE MODERATOR MEDIATOR VARIABLE DISTINCTION IN SOCIAL PSYCHOLOGICAL-RESEARCH - CONCEPTUAL, STRATEGIC, AND STATISTICAL CONSIDERATIONS [J].
BARON, RM ;
KENNY, DA .
JOURNAL OF PERSONALITY AND SOCIAL PSYCHOLOGY, 1986, 51 (06) :1173-1182
[5]   Bugs as features (part 1): concepts and foundations for the compositional data analysis of the microbiome-gut-brain axis [J].
Bastiaanssen, Thomaz F. S. ;
Quinn, Thomas P. ;
Loughman, Amy .
NATURE MENTAL HEALTH, 2023, 1 (12) :930-938
[6]  
Bastiaanssen TFS, 2023, Arxiv, DOI [arXiv:2305.10832, DOI 10.48550/ARXIV.2305.10832]
[7]  
Bastiaanssen TFS, 2023, bioRxiv, DOI [10.1101/2023.04.21.537503, 10.1101/2023.04.21.537503, DOI 10.1101/2023.04.21.537503]
[8]   The Microbiota-Gut-Brain Axis in Mental Health and Medication Response: Parsing Directionality and Causality [J].
Bastiaanssen, Thomaz F. S. ;
Cryan, John F. .
INTERNATIONAL JOURNAL OF NEUROPSYCHOPHARMACOLOGY, 2021, 24 (03) :216-220
[9]   Volatility as a Concept to Understand the Impact of Stress on the Microbiome [J].
Bastiaanssen, Thomaz F. S. ;
Gururajan, Anand ;
van de Wouw, Marcel ;
Moloney, Gerard M. ;
Ritz, Nathaniel L. ;
Long-Smith, Caitriona M. ;
Wiley, Niamh C. ;
Murphy, Amy B. ;
Lyte, Joshua M. ;
Fouhy, Fiona ;
Stanton, Catherine ;
Claesson, Marcus J. ;
Dinan, Timothy G. ;
Cryan, John F. .
PSYCHONEUROENDOCRINOLOGY, 2021, 124
[10]   Fitting Linear Mixed-Effects Models Using lme4 [J].
Bates, Douglas ;
Maechler, Martin ;
Bolker, Benjamin M. ;
Walker, Steven C. .
JOURNAL OF STATISTICAL SOFTWARE, 2015, 67 (01) :1-48