1
|
Leggieri PA, Liu Y, Hayes M, Connors B, Seppälä S, O'Malley MA, Venturelli OS. Integrating Systems and Synthetic Biology to Understand and Engineer Microbiomes. Annu Rev Biomed Eng 2021; 23:169-201. [PMID: 33781078 PMCID: PMC8277735 DOI: 10.1146/annurev-bioeng-082120-022836] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Microbiomes are complex and ubiquitous networks of microorganisms whose seemingly limitless chemical transformations could be harnessed to benefit agriculture, medicine, and biotechnology. The spatial and temporal changes in microbiome composition and function are influenced by a multitude of molecular and ecological factors. This complexity yields both versatility and challenges in designing synthetic microbiomes and perturbing natural microbiomes in controlled, predictable ways. In this review, we describe factors that give rise to emergent spatial and temporal microbiome properties and the meta-omics and computational modeling tools that can be used to understand microbiomes at the cellular and system levels. We also describe strategies for designing and engineering microbiomes to enhance or build novel functions. Throughout the review, we discuss key knowledge and technology gaps for elucidating the networks and deciphering key control points for microbiome engineering, and highlight examples where multiple omics and modeling approaches can be integrated to address these gaps.
Collapse
Affiliation(s)
- Patrick A Leggieri
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106, USA;
| | - Yiyi Liu
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA;
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
| | - Madeline Hayes
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA;
| | - Bryce Connors
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA;
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
| | - Susanna Seppälä
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106, USA;
| | - Michelle A O'Malley
- Department of Chemical Engineering, University of California, Santa Barbara, California 93106, USA;
| | - Ophelia S Venturelli
- Department of Biochemistry, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA;
- Department of Chemical and Biological Engineering, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
- Department of Bacteriology, University of Wisconsin-Madison, Madison, Wisconsin 53706, USA
| |
Collapse
|
2
|
Sabna S, Kamboj DV, Kumar RB, Babele P, Rajoria S, Gupta MK, Alam SI. Strategy for the enrichment of protein biomarkers from diverse bacterial select agents. Protein Pept Lett 2021; 28:1071-1082. [PMID: 33820508 DOI: 10.2174/0929866528666210405160131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2020] [Revised: 02/10/2021] [Accepted: 02/24/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Some pathogenic bacteria can be potentially used for nefarious applications in the event of bioterrorism or biowarfare. Accurate identification of biological agent from clinical and diverse environmental matrices is of paramount importance for implementation of medical countermeasures and biothreat mitigation. OBJECTIVE A novel methodology is reported here for the development of a novel enrichment strategy for the generally conserved abundant bacterial proteins for an accurate downstream species identification using tandem MS analysis in biothreat scenario. METHODS Conserved regions in the common bacterial protein markers were analyzed using bioinformatic tools and stitched for a possible generic immuno-capture for an intended downstream MS/MS analysis. Phylogenetic analysis of selected proteins was carried out and synthetic constructs were generated for the expression of conserved stitched regions of 60 kDa chaperonin GroEL. Hyper-immune serum was raised against recombinant synthetic GroEL protein. RESULTS The conserved regions of common bacterial proteins were stitched for a possible generic immuno-capture and subsequent specific identification by tandem MS using variable regions of the molecule. Phylogenetic analysis of selected proteins was carried out and synthetic constructs were generated for the expression of conserved stitched regions of GroEL. In a proof-of-concept study, hyper-immune serum raised against recombinant synthetic GroEL protein exhibited reactivity with ~60 KDa proteins from the cell lysates of three bacterial species tested. CONCLUSION The envisaged methodology can lead to the development of a novel enrichment strategy for the abundant bacterial proteins from complex environmental matrices for the downstream species identification with increased sensitivity and substantially reduce the time-to-result.
Collapse
Affiliation(s)
- Sasikumar Sabna
- Biotechnology Division, Defence Research & Development Establishment, Gwalior. India
| | - Dev Vrat Kamboj
- Biotechnology Division, Defence Research & Development Establishment, Gwalior. India
| | - Ravi Bhushan Kumar
- Biotechnology Division, Defence Research & Development Establishment, Gwalior. India
| | - Prabhakar Babele
- Biotechnology Division, Defence Research & Development Establishment, Gwalior. India
| | - Sakshi Rajoria
- Biotechnology Division, Defence Research & Development Establishment, Gwalior. India
| | | | - Syed Imteyaz Alam
- Biotechnology Division, Defence Research & Development Establishment, Gwalior-474002. India
| |
Collapse
|
3
|
Keiblinger KM, Fuchs S, Zechmeister-Boltenstern S, Riedel K. Soil and leaf litter metaproteomics-a brief guideline from sampling to understanding. FEMS Microbiol Ecol 2016; 92:fiw180. [PMID: 27549116 PMCID: PMC5026301 DOI: 10.1093/femsec/fiw180] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Revised: 03/31/2016] [Accepted: 08/18/2016] [Indexed: 11/14/2022] Open
Abstract
The increasing application of soil metaproteomics is providing unprecedented, in-depth characterization of the composition and functionality of in situ microbial communities. Despite recent advances in high-resolution mass spectrometry, soil metaproteomics still suffers from a lack of effective and reproducible protein extraction protocols and standardized data analyses. This review discusses the opportunities and limitations of selected techniques in soil-, and leaf litter metaproteomics, and presents a step-by-step guideline on their application, covering sampling, sample preparation, extraction and data evaluation strategies. In addition, we present recent applications of soil metaproteomics and discuss how such approaches, linking phylogenetics and functionality, can help gain deeper insights into terrestrial microbial ecology. Finally, we strongly recommend that to maximize the insights environmental metaproteomics may provide, such methods should be employed within a holistic experimental approach considering relevant aboveground and belowground ecosystem parameters.
Collapse
Affiliation(s)
- Katharina M Keiblinger
- Institute for Soil Research, Department of Forest and Soil Sciences, University of Natural Resources and Life Sciences Vienna (BOKU), Peter Jordan-Strasse 82, 1190 Vienna, Austria
| | - Stephan Fuchs
- Institute of Microbiology, University of Greifswald, Friedrich-Ludwig-Jahnstrasse 15, 17489 Greifswald, Germany
| | - Sophie Zechmeister-Boltenstern
- Institute for Soil Research, Department of Forest and Soil Sciences, University of Natural Resources and Life Sciences Vienna (BOKU), Peter Jordan-Strasse 82, 1190 Vienna, Austria
| | - Katharina Riedel
- Institute of Microbiology, University of Greifswald, Friedrich-Ludwig-Jahnstrasse 15, 17489 Greifswald, Germany
| |
Collapse
|
4
|
Dillenburg-Pilla P, Zárate-Bladés CR, Silver PB, Horai R, Caspi RR. Preparation of Protein-containing Extracts from Microbiota-rich Intestinal Contents. Bio Protoc 2016; 6:e1936. [PMID: 28191487 DOI: 10.21769/bioprotoc.1936] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
The contribution of microbiota in regulating multiple physiological and pathological host responses has been studied intensively in recent years. Evidence suggests that commensal microbiota can directly modulate different populations of cells of the immune system (e.g., Ivanov et al., 2008; Atarashi et al., 2011). Recently, we showed that protein extracts from gut commensal microbiota can activate retina-specific T cells, allowing these autoreactive T cells to then break through the blood-retinal barrier and trigger autoimmune uveitis in the recipient (Horai et al., 2015). The protocol below describes the method to prepare intestinal protein-rich extracts that can be used in various in vitro andin vivo immunological studies.
Collapse
Affiliation(s)
- Patricia Dillenburg-Pilla
- Department of Cell Biology, Embryology and Genetics, Federal University of Santa Catarina, Florianopolis, Santa Catarina, Brazil; Oral and Pharyngeal Cancer Branch, National Institutes of Dental and Craniofacial Research, National Institutes of Health, NIH, Bethesda, MD, USA
| | - Carlos R Zárate-Bladés
- Laboratory of Immunoregulation, Department of Microbiology, Immunology and Parasitology, Federal University of Santa Catarina, Florianopolis, Santa Catarina, Brazil;; Laboratory of Immunology, National Eye Institute, NIH, Bethesda, MD, USA
| | - Phyllis B Silver
- Laboratory of Immunology, National Eye Institute, NIH, Bethesda, MD, USA
| | - Reiko Horai
- Laboratory of Immunology, National Eye Institute, NIH, Bethesda, MD, USA
| | - Rachel R Caspi
- Laboratory of Immunology, National Eye Institute, NIH, Bethesda, MD, USA
| |
Collapse
|
5
|
Hori C, Cullen D. Prospects for Bioprocess Development Based on Recent Genome Advances in Lignocellulose Degrading Basidiomycetes. Fungal Biol 2016. [DOI: 10.1007/978-3-319-27951-0_6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|
6
|
Jagtap PD, Blakely A, Murray K, Stewart S, Kooren J, Johnson JE, Rhodus NL, Rudney J, Griffin TJ. Metaproteomic analysis using the Galaxy framework. Proteomics 2015; 15:3553-65. [DOI: 10.1002/pmic.201500074] [Citation(s) in RCA: 61] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2015] [Revised: 04/25/2015] [Accepted: 06/04/2015] [Indexed: 12/22/2022]
Affiliation(s)
- Pratik D. Jagtap
- Center for Mass Spectrometry and Proteomics; University of Minnesota; Minneapolis MN USA
- Department of Biochemistry; Molecular Biology and Biophysics; University of Minnesota; Minneapolis MN USA
| | | | - Kevin Murray
- Department of Biochemistry; Molecular Biology and Biophysics; University of Minnesota; Minneapolis MN USA
| | | | - Joel Kooren
- Department of Biochemistry; Molecular Biology and Biophysics; University of Minnesota; Minneapolis MN USA
| | | | - Nelson L. Rhodus
- School of Dentistry; University of Minnesota; Minneapolis MN USA
| | - Joel Rudney
- School of Dentistry; University of Minnesota; Minneapolis MN USA
| | - Timothy J. Griffin
- Center for Mass Spectrometry and Proteomics; University of Minnesota; Minneapolis MN USA
- Department of Biochemistry; Molecular Biology and Biophysics; University of Minnesota; Minneapolis MN USA
| |
Collapse
|
7
|
Kuske CR, Hesse CN, Challacombe JF, Cullen D, Herr JR, Mueller RC, Tsang A, Vilgalys R. Prospects and challenges for fungal metatranscriptomics of complex communities. FUNGAL ECOL 2015. [DOI: 10.1016/j.funeco.2014.12.005] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
|
8
|
Williams TJ, Cavicchioli R. Marine metaproteomics: deciphering the microbial metabolic food web. Trends Microbiol 2014; 22:248-60. [PMID: 24731505 DOI: 10.1016/j.tim.2014.03.004] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2014] [Revised: 03/12/2014] [Accepted: 03/12/2014] [Indexed: 10/25/2022]
Abstract
Metaproteomics can be applied to marine systems to discover metabolic processes in the ocean. This review describes current breakthroughs regarding marine microbes in the areas of microbial procurement of nutrients, important and previously unrecognized metabolic processes, functional roles for proteins with previously unknown functions, and intricate networks of metabolic interactions between symbiotic microbes and their hosts. By recognizing that metaproteomics empowers our understanding of the roles that marine microbes play in global biogeochemical cycles, the achievements to date from this advancing field highlight the enormous potential that the future holds.
Collapse
Affiliation(s)
- Timothy J Williams
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, New South Wales 2052, Australia
| | - Ricardo Cavicchioli
- School of Biotechnology and Biomolecular Sciences, The University of New South Wales, Sydney, New South Wales 2052, Australia.
| |
Collapse
|