Multi-omics analysis of inflammatory bowel disease

被引:36
|
作者
Huang, Hu [1 ]
Vangay, Pajau [1 ]
McKinlay, Christopher E. [1 ,2 ]
Knights, Dan [2 ,3 ]
机构
[1] Univ Minnesota, Minneapolis, MN 55455 USA
[2] Univ Minnesota, Inst Biotechnol, St Paul, MN 55108 USA
[3] Univ Minnesota, Dept Comp Sci & Engn, Minneapolis, MN 55455 USA
关键词
Inflammatory bowel diseases; Microbiome; Multi-omics; Bioinformatics; Machine learning; Metagenomics; ULCERATIVE-COLITIS; CROHNS-DISEASE; PROTEOMIC ANALYSIS; GENE-EXPRESSION; GUT MICROBIOTA; RNA-SEQ; METABOLOMICS; PATHOGENESIS; SUSCEPTIBILITY; BIOMARKERS;
D O I
10.1016/j.imlet.2014.07.014
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Crohn's disease and ulcerative colitis, known together as inflammatory bowel disease (IBD), are severe autoimmune disorders now causing gut inflammation and ulceration, among other symptoms, in up to 1 in 250 people worldwide. Incidence and prevalence of IBD have been increasing dramatically over the past several decades, although the causes for this increase are still unknown. IBD has both a complex genotype and a complex phenotype, and although it has received substantial attention from the medical research community over recent years, much of the etiology remains unexplained. Genome-wide association studies have identified a rich genetic signature of disease risk in patients with IBD, consisting of at least 163 genetic loci. Many of these loci contain genes directly involved in microbial handling, indicating that the genetic architecture of the disease has been driven by host microbe interactions. In addition, systematic shifts in gut microbiome structure (enterotype) and function have been observed in patients with IBD. Furthermore, both the host genotype and enterotype are associated with aspects of the disease phenotype, including location of the disease. This provides strong evidence of interactions between host genotype and enterotype; however, there is a lack of published multi-omics data from IBD patients, and a lack of bioinformatics tools for modeling such systems. In this article we discuss, from a computational biologist's point of view, the potential benefits of and the challenges involved in designing and analyzing such multi-omics studies of IBD. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:62 / 68
页数:7
相关论文
共 50 条
  • [1] Multi-omics characterization of an inflammatory bowel disease mouse model
    Han, Qiyuan
    Kono, Thomas
    Knutson, Charles
    Seiler, Christopher
    Tretyakova, Natalia
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2019, 258
  • [2] Inflammatory Bowel Disease Meets Systems Biology: A Multi-Omics Challenge and Frontier
    Palmieri, Orazio
    Mazza, Tommaso
    Castellana, Stefano
    Panza, Anna
    Latiano, Tiziana
    Corritore, Giuseppe
    Andriulli, Angelo
    Latiano, Anna
    OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2016, 20 (12) : 692 - 698
  • [3] Multi-Omics Biomarkers for the Prediction of Response to Biologics in Patients with Inflammatory Bowel Disease
    Chen, L.
    Zhang, C.
    Niu, R.
    Mao, R.
    Qiu, Y.
    Feng, R.
    JOURNAL OF CROHNS & COLITIS, 2024, 18 : I1660 - I1661
  • [4] Recent Advances and Potential Multi-Omics Approaches in the Early Phases of Inflammatory Bowel Disease
    Rodriguez-Lago, Iago
    Blackwell, Jonathan
    Mateos, Beatriz
    Marigorta, Urko M.
    Barreiro-de Acosta, Manuel
    Pollok, Richard
    JOURNAL OF CLINICAL MEDICINE, 2023, 12 (10)
  • [5] Multi-OMICs orchestration enabled by artificial intelligence in inflammatory bowel disease: An exciting future
    Iacucci, Marietta
    Santacroce, Giovanni
    UNITED EUROPEAN GASTROENTEROLOGY JOURNAL, 2024, 12 (10) : 1350 - 1351
  • [6] Integrating multi-omics to unravel host-microbiome interactions in inflammatory bowel disease
    Zhang, Yiran
    Thomas, John P.
    Korcsmaros, Tamas
    Gul, Lejla
    CELL REPORTS MEDICINE, 2024, 5 (09)
  • [7] Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases
    Lloyd-Price, Jason
    Arze, Cesar
    Ananthakrishnan, Ashwin N.
    Schirmer, Melanie
    Avila-Pacheco, Julian
    Poon, Tiffany W.
    Andrews, Elizabeth
    Ajami, Nadim J.
    Bonham, Kevin S.
    Brislawn, Colin J.
    Casero, David
    Courtney, Holly
    Gonzalez, Antonio
    Graeber, Thomas G.
    Hall, A. Brantley
    Lake, Kathleen
    Landers, Carol J.
    Mallick, Himel
    Plichta, Damian R.
    Prasad, Mahadev
    Rahnavard, Gholamali
    Sauk, Jenny
    Shungin, Dmitry
    Vazquez-Baeza, Yoshiki
    White, Richard A., III
    Braun, Jonathan
    Denson, Lee A.
    Jansson, Janet K.
    Knight, Rob
    Kugathasan, Subra
    McGovern, Dermot P. B.
    Petrosino, Joseph F.
    Stappenbeck, Thaddeus S.
    Winter, Harland S.
    Clish, Clary B.
    Franzosa, Eric A.
    Vlamakis, Hera
    Xavier, Ramnik J.
    Huttenhower, Curtis
    Bishai, Jason
    Bullock, Kevin
    Deik, Amy
    Dennis, Courtney
    Kaplan, Jess L.
    Khalili, Hamed
    McIver, Lauren J.
    Moran, Christopher J.
    Nguyen, Long
    Pierce, Kerry A.
    Schwager, Randall
    NATURE, 2019, 569 (7758) : 655 - +
  • [8] Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases
    Jason Lloyd-Price
    Cesar Arze
    Ashwin N. Ananthakrishnan
    Melanie Schirmer
    Julian Avila-Pacheco
    Tiffany W. Poon
    Elizabeth Andrews
    Nadim J. Ajami
    Kevin S. Bonham
    Colin J. Brislawn
    David Casero
    Holly Courtney
    Antonio Gonzalez
    Thomas G. Graeber
    A. Brantley Hall
    Kathleen Lake
    Carol J. Landers
    Himel Mallick
    Damian R. Plichta
    Mahadev Prasad
    Gholamali Rahnavard
    Jenny Sauk
    Dmitry Shungin
    Yoshiki Vázquez-Baeza
    Richard A. White
    Jonathan Braun
    Lee A. Denson
    Janet K. Jansson
    Rob Knight
    Subra Kugathasan
    Dermot P. B. McGovern
    Joseph F. Petrosino
    Thaddeus S. Stappenbeck
    Harland S. Winter
    Clary B. Clish
    Eric A. Franzosa
    Hera Vlamakis
    Ramnik J. Xavier
    Curtis Huttenhower
    Nature, 2019, 569 : 655 - 662
  • [9] Stool multi-omics for the study of host-microbe interactions in inflammatory bowel disease
    Sauceda, Consuelo
    Bayne, Charlie
    Sudqi, Khadijeh
    Gonzalez, Antonio
    Dulai, Parambir S.
    Knight, Rob
    Gonzalez, David J.
    Gonzalez, Carlos G.
    GUT MICROBES, 2022, 14 (01)
  • [10] Multi-omics data integration identifies novel biomarkers and patient subgroups in inflammatory bowel disease
    Preto, Antonio Jose
    Chanana, Shaurya
    Ence, Daniel
    Healy, Matthew D.
    Domingo-Fernandez, Daniel
    West, Kiana A.
    JOURNAL OF CROHNS & COLITIS, 2025, 19 (01):