Current progress and critical challenges to overcome in the bioinformatics of mass spectrometry-based metaproteomics

被引:17
作者
Miura, Nobuaki [1 ]
Okuda, Shujiro [1 ,2 ]
机构
[1] Niigata Univ, Div Bioinformat, Grad Sch Med & Dent Sci, 2 5274 Gakkocho dori,Chuo ku, Niigata 9518514, Japan
[2] Niigata Univ, Med AI Ctr, Sch Med, 2 5274 Gakkocho dori,Chuo ku, Niigata 9518514, Japan
关键词
Metaproteomics; Mass spectrometry; Gut microbiome; Bioinformatics; Amino acid sequence database; False discovery rate; VENTILATOR-ASSOCIATED PNEUMONIA; HOSPITAL-ACQUIRED PNEUMONIA; GUT MICROBIOTA; PEPTIDE; DYSBIOSIS; GENE; IDENTIFICATIONS; INFLAMMATION; METABOLISM; PROTEOMICS;
D O I
10.1016/j.csbj.2023.01.015
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
Metaproteomics is a relatively young field that has only been studied for approximately 15 years. Nevertheless, it has the potential to play a key role in disease research by elucidating the mechanisms of communication between the human host and the microbiome. Although it has been useful in developing an understanding of various diseases, its analytical strategies remain limited to the extended application of proteomics. The sequence databases in metaproteomics must be large because of the presence of thousands of species in a typical sample, which causes problems unique to large databases. In this review, we de-monstrate the usefulness of metaproteomics in disease research through examples from several studies. Additionally, we discuss the challenges of applying metaproteomics to conventional proteomics analysis methods and introduce studies that may provide clues to the solutions. We also discuss the need for a standard false discovery rate control method for metaproteomics to replace common target-decoy search approaches in proteomics and a method to ensure the reliability of peptide spectrum match.(c) 2023 The Author(s). Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology. This is an open access article under the CC BY license (http://creative-commons.org/licenses/by/4.0/).
引用
收藏
页码:1140 / 1150
页数:11
相关论文
共 86 条
[41]   The Current State-of-the-Art Identification of Unknown Proteins Using Mass Spectrometry Exemplified on De Novo Sequencing of a Venom Protease from Bothrops moojeni [J].
Koenig, Simone ;
Obermann, Wolfgang M. J. ;
Eble, Johannes A. .
MOLECULES, 2022, 27 (15)
[42]   Ventilator-associated pneumonia: Diagnosis, treatment, and prevention [J].
Koenig, Steven M. ;
Truwit, Jonathon D. .
CLINICAL MICROBIOLOGY REVIEWS, 2006, 19 (04) :637-+
[43]   A Sectioning and Database Enrichment Approach for Improved Peptide Spectrum Matching in Large, Genome-Guided Protein Sequence Databases [J].
Kumar, Praveen ;
Johnson, James E. ;
Easterly, Caleb ;
Mehta, Subina ;
Sajulga, Ray ;
Nunn, Brook ;
Jagtap, Pratik D. ;
Griffin, Timothy J. .
JOURNAL OF PROTEOME RESEARCH, 2020, 19 (07) :2772-2785
[44]   Richness of human gut microbiome correlates with metabolic markers [J].
Le Chatelier, Emmanuelle ;
Nielsen, Trine ;
Qin, Junjie ;
Prifti, Edi ;
Hildebrand, Falk ;
Falony, Gwen ;
Almeida, Mathieu ;
Arumugam, Manimozhiyan ;
Batto, Jean-Michel ;
Kennedy, Sean ;
Leonard, Pierre ;
Li, Junhua ;
Burgdorf, Kristoffer ;
Grarup, Niels ;
Jorgensen, Torben ;
Brandslund, Ivan ;
Nielsen, Henrik Bjorn ;
Juncker, Agnieszka S. ;
Bertalan, Marcelo ;
Levenez, Florence ;
Pons, Nicolas ;
Rasmussen, Simon ;
Sunagawa, Shinichi ;
Tap, Julien ;
Tims, Sebastian ;
Zoetendal, Erwin G. ;
Brunak, Soren ;
Clement, Karine ;
Dore, Joel ;
Kleerebezem, Michiel ;
Kristiansen, Karsten ;
Renault, Pierre ;
Sicheritz-Ponten, Thomas ;
de Vos, Willem M. ;
Zucker, Jean-Daniel ;
Raes, Jeroen ;
Hansen, Torben ;
Bork, Peer ;
Wang, Jun ;
Ehrlich, S. Dusko ;
Pedersen, Oluf .
NATURE, 2013, 500 (7464) :541-+
[45]   Uncovering Hidden Members and Functions of the Soil Microbiome Using De Novo Metaproteomics [J].
Lee, Joon-Yong ;
Mitchell, Hugh D. ;
Burnet, Meagan C. ;
Wu, Ruonan ;
Jenson, Sarah C. ;
Merkley, Eric D. ;
Nakayasu, Ernesto S. ;
Nicora, Carrie D. ;
Jansson, Janet K. ;
Burnum-Johnson, Kristin E. ;
Payne, Samuel H. .
JOURNAL OF PROTEOME RESEARCH, 2022, 21 (08) :2023-2035
[46]   TIDD: tool-independent and data-dependent machine learning for peptide identification [J].
Li, Honglan ;
Na, Seungjin ;
Hwang, Kyu-Baek ;
Paek, Eunok .
BMC BIOINFORMATICS, 2022, 23 (01)
[47]   An integrated catalog of reference genes in the human gut microbiome [J].
Li, Junhua ;
Jia, Huijue ;
Cai, Xianghang ;
Zhong, Huanzi ;
Feng, Qiang ;
Sunagawa, Shinichi ;
Arumugam, Manimozhiyan ;
Kultima, Jens Roat ;
Prifti, Edi ;
Nielsen, Trine ;
Juncker, Agnieszka Sierakowska ;
Manichanh, Chaysavanh ;
Chen, Bing ;
Zhang, Wenwei ;
Levenez, Florence ;
Wang, Juan ;
Xu, Xun ;
Xiao, Liang ;
Liang, Suisha ;
Zhang, Dongya ;
Zhang, Zhaoxi ;
Chen, Weineng ;
Zhao, Hailong ;
Al-Aama, Jumana Yousuf ;
Edris, Sherif ;
Yang, Huanming ;
Wang, Jian ;
Hansen, Torben ;
Nielsen, Henrik Bjorn ;
Brunak, Soren ;
Kristiansen, Karsten ;
Guarner, Francisco ;
Pedersen, Oluf ;
Dore, Joel ;
Ehrlich, S. Dusko ;
Bork, Peer ;
Wang, Jun .
NATURE BIOTECHNOLOGY, 2014, 32 (08) :834-841
[48]   Berberine and its structural analogs have differing effects on functional profiles of individual gut microbiomes [J].
Li, Leyuan ;
Chang, Lu ;
Zhang, Xu ;
Ning, Zhibin ;
Mayne, Janice ;
Ye, Yang ;
Stintzi, Alain ;
Liu, Jia ;
Figeys, Daniel .
GUT MICROBES, 2020, 11 (05) :1348-1361
[49]   Metaproteomics characterizes human gut microbiome function in colorectal cancer [J].
Long, Shuping ;
Yang, Yi ;
Shen, Chengpin ;
Wang, Yiwen ;
Deng, Anmei ;
Qin, Qin ;
Qiao, Liang .
NPJ BIOFILMS AND MICROBIOMES, 2020, 6 (01)
[50]   The impact of noise and missing fragmentation cleavages on de novo peptide identification algorithms [J].
McDonnell, Kevin ;
Howley, Enda ;
Abram, Florence .
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2022, 20 :1402-1412