Multi-Omics Approaches in Immunological Research

被引:35
|
作者
Chu, Xiaojing [1 ,2 ,3 ]
Zhang, Bowen [2 ,3 ]
Koeken, Valerie A. C. M. [2 ,3 ]
Gupta, Manoj Kumar [2 ,3 ]
Li, Yang [1 ,2 ,3 ,4 ]
机构
[1] Univ Groningen, Univ Med Ctr Groningen, Dept Genet, Groningen, Netherlands
[2] Joint venture Hannover Med Sch & Helmholtz Ctr In, Ctr Individualised Infect Med, Dept Computat Biol Individualised Med, Hannover, Germany
[3] Helmholtz Ctr Infect Res, Joint venture Hannover Med Sch, Ctr Expt & Clin Infect Res, TWINCORE, Hannover, Germany
[4] Radboud Univ Nijmegen Med Ctr, Radboud Ctr Infect Dis, Dept Internal Med, Nijmegen, Netherlands
来源
FRONTIERS IN IMMUNOLOGY | 2021年 / 12卷
关键词
multi-omics; systems immunology; integrative analysis; immune-related diseases; immune variation; NEURO-IMMUNE INTERACTIONS; NEXT-GENERATION; INTEGRATIVE ANALYSIS; CYTOKINE PRODUCTION; GENETIC INFLUENCES; DISEASE; ASSOCIATION; CELLS; METHYLATION; CHROMATIN;
D O I
10.3389/fimmu.2021.668045
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
The immune system plays a vital role in health and disease, and is regulated through a complex interactive network of many different immune cells and mediators. To understand the complexity of the immune system, we propose to apply a multi-omics approach in immunological research. This review provides a complete overview of available methodological approaches for the different omics data layers relevant for immunological research, including genetics, epigenetics, transcriptomics, proteomics, metabolomics, and cellomics. Thereafter, we describe the various methods for data analysis as well as how to integrate different layers of omics data. Finally, we discuss the possible applications of multi-omics studies and opportunities they provide for understanding the complex regulatory networks as well as immune variation in various immune-related diseases.
引用
收藏
页数:16
相关论文
共 50 条
  • [41] Multi-omics approaches for biomarker discovery and precision diagnosis of prediabetes
    Song, Jielin
    Wang, Chuanfu
    Zhao, Tong
    Zhang, Yu
    Xing, Jixiang
    Zhao, Xuelian
    Zhang, Yunsha
    Zhang, Zhaohui
    FRONTIERS IN ENDOCRINOLOGY, 2025, 16
  • [42] The importance of multi-omics approaches for the health assessment of freshwater ecosystems
    Nam, Sang-Eun
    Bae, Dae-Yeul
    Ki, Jang-Seu
    Ahn, Chi-Yong
    Rhee, Jae-Sung
    MOLECULAR & CELLULAR TOXICOLOGY, 2023, 19 (01) : 3 - 11
  • [43] Editorial: Multi-Omics Approaches to Study Placental Development and Disease
    Tuteja, Geetu
    Soares, Michael J.
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2021, 9
  • [44] From flesh to bones: Multi-omics approaches in forensic science
    Procopio, Noemi
    Bonicelli, Andrea
    PROTEOMICS, 2024, 24 (12-13)
  • [45] Multi-OMICS: a critical technical perspective on integrative lipidomics approaches
    Kopczynski, Dominik
    Coman, Cristina
    Zahedi, Rene P.
    Lorenz, Kristina
    Sickmann, Albert
    Ahrends, Robert
    BIOCHIMICA ET BIOPHYSICA ACTA-MOLECULAR AND CELL BIOLOGY OF LIPIDS, 2017, 1862 (08): : 808 - 811
  • [46] Aging Biomarkers: From Functional Tests to Multi-Omics Approaches
    Kudryashova, Ksenia S.
    Burka, Ksenia
    Kulaga, Anton Y.
    Vorobyeva, Nataliya S.
    Kennedy, Brian K.
    PROTEOMICS, 2020, 20 (5-6)
  • [47] Machine learning and systems genomics approaches for multi-omics data
    Lin, Eugene
    Lane, Hsien-Yuan
    BIOMARKER RESEARCH, 2017, 5
  • [48] Multi-omics approaches to decipher the interactions of nanoparticles and biological systems
    Yifan Wang
    Zhenyu Xiao
    Zikai Wang
    DaeYong Lee
    Yifan Ma
    Stefan Wilhelm
    Hongmei Wang
    Betty Y. S. Kim
    Wen Jiang
    Nature Reviews Bioengineering, 2025, 3 (4): : 333 - 348
  • [49] Survey on Multi-omics, and Multi-omics Data Analysis, Integration and Application
    Shahrajabian, Mohamad Hesam
    Sun, Wenli
    CURRENT PHARMACEUTICAL ANALYSIS, 2023, 19 (04) : 267 - 281
  • [50] Multi-omics approaches for remediation of bisphenol A: Toxicity, risk analysis, road blocks and research perspectives
    Sharma, Poonam
    Vishwakarma, Reena
    Varjani, Sunita
    Gautam, Krishna
    Gaur, Vivek K.
    Farooqui, Alvina
    Sindhu, Raveendran
    Binod, Parameswaran
    Awasthi, Mukesh Kumar
    Chaturvedi, Preeti
    Pandey, Ashok
    ENVIRONMENTAL RESEARCH, 2022, 215