Elsevier

Microbial Pathogenesis

Volume 158, September 2021, 105103
Microbial Pathogenesis

Pan-proteome profiling of emerging and re-emerging zoonotic pathogen Orientia tsutsugamushi for getting insight into microbial pathogenesis

https://doi.org/10.1016/j.micpath.2021.105103Get rights and content

Highlights

  • Scrub typhus is neglected zoonotic disease which infects more than one million people across the globe.

  • Pan-proteome of Orientia tsutsugamushi (Ott) is estimated to be extensive in nature and rich in core proteins.

  • The analysis of Ott pan-proteome helps in the identification of potential therapeutic targets.

  • The predicted proteins envisioned as potential candidates for designing antimicrobial agents to combat scrub typhus.

Abstract

With the occurrence and evolution of antibiotic and multidrug resistance in bacteria most of the existing remedies are becoming ineffective. The pan-proteome exploration of the bacterial pathogens helps to identify the wide spectrum therapeutic targets which will be effective against all strains in a species. The current study is focused on the pan-proteome profiling of zoonotic pathogen Orientia tsutsugamushi (Ott) for the identification of potential therapeutic targets. The pan-proteome of Ott is estimated to be extensive in nature that has 1429 protein clusters, out of which 694 were core, 391 were accessory, and 344 were unique. It was revealed that 622 proteins were essential, 222 proteins were virulent factors, and 42 proteins were involved in antibiotic resistance. The potential therapeutic targets were further classified into eleven broad classes among which gene expression and regulation, transport, and metabolism were dominant. The biological interactome analysis of therapeutic targets revealed that an ample amount of interactions were present among the proteins involved in DNA replication, ribosome assembly, cellwall metabolism, cell division, and antimicrobial resistance. The predicted therapeutic targets from the pan-proteome of Ott are involved in various biological processes, virulence, and antibiotic resistance; hence envisioned as potential candidates for drug discovery to combat scrub typhus.

Introduction

The acute febrile zoonotic disease “scrub typhus” is caused by the intracellular bacterium Orientia tsutsugamushi (Ott), which threatens about one billion and infect nearly one million people across the globe [1,2]. Orientia tsutsugamushi is an obligate intracellular gram-negative bacterium that belongs to order Rickettsiales and family Rickettsiaceae. The species name of the bacterium is obtained from the Japanese word “tsutsuga” meaning “disease” and “mushi” means “mite” [3]. The pathogenic bacterium is transmitted to humans by feeding larvae of trombiculid mites (genus Leptotrombidium) and mite also serves as the reservoir of Ott [4]. The microorganism spreads through blood and lymphatic fluid, causing symptoms like rash, fever, and elevated levels of liver enzymes and C-reactive protein [5].

Scrub typhus is one of the oldest vector-borne diseases endemic to the “tsutsugamushi triangle” in Asia-Pacific. The tsutsugamushi triangle covers about eight million sq km area including Northern Australia, Northern Japan, Taiwan, Russia, China, Philippines, South Korea, India, Nepal, and Afghanistan [6]. The disease is endemic in the tsutsugamushi triangle but cases also reported from South America, Middle East, Africa, and Europe, shows the wider geographical distribution of the Orientia genus [5,7]. Furthermore, scrub typhus is considered a neglected zoonotic disease but has an ever-widening impact throughout the world.

Scrub typhus is an endemic and emerging and re-emerging infectious disease in India. During the Second World War scrub typhus broke out in an epidemic form in West Bengal and Assam states of India [8]. The disease can simultaneously lead to various other health complications, i.e., neurological, respiratory, hematological, and cardiac problems [9]. Moreover, scrub typhus is the major cause of acute encephalitis syndrome among Indian children [10].

Centre for Disease Control and Prevention (CDC) mentioned that no satisfactory vaccine had been developed yet for scrub typhus. There are some antibiotics currently available to treat scrub typhus, though; uncertain evidences of antibiotic resistance have been documented [[11], [12], [13]]. The present need is to design effective control measures to eradicate scrub typhus due to its non-specific representation and high mortality rate [3].

Closely related bacterial species share large number of genes; however, some variable genes concentrate bacterial species gene pool due to genetic diversity and further expand species pan-genome [14,15]. The notion of bacterial pan-genome was established about 15 years back and can be defined as the entire genic content of all strains in a species [[16], [17], [18]]. The three components of pan-genome are: (i) core genome composed of genes present in all strains, (ii) accessory genome consisting set of genes absent from one or more strains, and (iii) unique genome confined to individual strain [[16], [17], [18]].

Scientists used a single reference genome of each species in the early period of the genomic era for various genetic analyses [15,19]. The development and expansion of next generation sequencing (NGS) technologies broaden our perceptive on microbial genetics, physiology, and functional diversity at the metagenomic echelon which makes realization to the scientific community that it is not sufficient to extract all the genetic information from a single reference genome [14,15,17]. The large datasets provided by these sequencing technologies further assist in-depth analysis of intra-species comparisons and diversity from various prospects like understanding the genetic variations in and among pathogenic groups and designing therapeutic targets [15,17,20]. Although, genetic diversity is measurable at genetic level, yet, the best impact is obtained by analyzing “protein”, i.e., functional unit of the cell [21]. Therefore, the use of proteomics approaches is offered as one of the most favorable or convenient way to get insight into the complex functional diversity across bacterial species. A rising analytical approach “pan-proteomics” seeks to evaluate expressed and translated pan-genome [21,22]. Thus, pan-proteomics is presented as an extension of the pan-genome paradigm which permits both qualitative and quantitative proteome comparison, among the species [21,22]. Further, it is well documented that analyses of the pan-proteome not only aids in measuring genetic variations and classification of strain types, but also helps in the identification of vaccine or drug targets and determination of their mode of actions [[21], [22], [23], [24], [25]].

Currently, most of the existing therapies are becoming ineffective with the occurrence and evolution of multidrug and antibiotic resistance in bacterial species [26]. Thus, the need for the current time is to explore the pan-proteome of the bacterial pathogens to identify wide-spectrum therapeutic targets which will be effective against most of the closely linked bacterial species [27,28]. Furthermore, computational biology has emerged as a promising approach for analyzing the genome and proteome sequence data [29,30]. The bioinformatics approaches are more efficient, cost effective, less time consuming, and provides extensive knowledge regarding complete biological systems [[31], [32], [33]]. The current study provided here is focused on in silico identification of probable therapeutic targets from the pan-proteome of eight completely sequenced strains of Ott.

Section snippets

Data extraction

The complete genome assembly has maximum information regarding the genetic makeup of the pathogen. Hence, the whole proteome sequence data of 8 completely sequenced strains of intracellular pathogens “Ott” was retrieved from the RefSeq database accessible at National Centre for Biotechnology Information (NCBI). RefSeq is an open-access comprehensive, well-annotated, non-redundant, and curated collection of reference sequences including nucleotides and proteins [34]. The detailed description of

Pan-proteome profiling of Ott

The pan-proteome approach, which is an extension of pan-genome, was applied for the prioritization of therapeutic targets in which the ortholog clustering of all the protein sequences present in 8 complete proteomes of Ott strains was performed using CD-HIT at 80 % identity. A total of 1429 protein clusters were obtained having 80 % identity, i.e., the pan-proteome of Ott has 1429 total protein clusters. Further, the manual analysis of these clusters listed 694 core (shared by all eight

Conclusions

In the current study, the bioinformatics investigation of the pan-proteome of Ott was done to find best possible therapeutic targets. The pan-proteome of Ott was found extensive or open in nature and was rich in core proteins followed by accessory and unique proteins. The evaluation of specific attributes, i.e., essentiality, virulent, resistant, and similarity search with host proteins, further, helped in the prioritization of therapeutic targets. The functionality and interactome analysis of

Funding

Not applicable.

Authors’ contributions

Dixit Sharma: Conceptualization, Methodology; Dixit Sharma, Ankita Sharma: Data curation, Analyses, Validation; Dixit Sharma: Writing-Original draft preparation, Birbal Singh, Ankita Sharma: Writing-Reviewing; Birbal Singh, Shailender Kumar Verma: Editing and suggestions.

Declaration of competing interest

The authors declare that there is no conflict of interest.

Acknowledgements

DS and AS acknowledge the Indian Council of Medical Research, Government of India, New Delhi, India for Senior Research Fellowship and Research Associate respectively. Authors duly acknowledge to Central University of Himachal Pradesh for providing computational facilities.

References (113)

  • H.-B. Shen et al.

    Gneg-mPLoc: a top-down strategy to enhance the quality of predicting subcellular localization of Gram-negative bacterial proteins

    J. Theor. Biol.

    (2010)
  • S. Rao C V et al.

    Antibiotic targeting of the bacterial secretory pathway

    Biochim. Biophys. Acta Mol. Cell Res.

    (2014)
  • G.L. Moraes et al.

    Structural and functional features of enzymes of Mycobacterium tuberculosis peptidoglycan biosynthesis as targets for drug development

    Tuberculosis

    (2015)
  • S. Kumar et al.

    The bacterial lipid II flippase MurJ functions by an alternating-access mechanism

    J. Biol. Chem.

    (2019)
  • H.S. Misra et al.

    Interdependence of bacterial cell division and genome segregation and its potential in drug development

    Microbiol. Res.

    (2018)
  • J.-M. Frère et al.

    Penicillin-binding proteins: evergreen drug targets

    Curr. Opin. Pharmacol.

    (2014)
  • C. Sanders et al.

    Cytochrome c biogenesis: the Ccm system

    Trends Microbiol.

    (2010)
  • D.J. Kelly et al.

    Scrub typhus: the geographic distribution of phenotypic and genotypic variants of Orientia tsutsugamushi

    Clin. Infect. Dis.

    (2009)
  • D. Sharma et al.

    Targeting metabolic pathways proteins of Orientia tsutsugamushi using combined hierarchical approach to combat scrub typhus

    J. Mol. Recogn.

    (2018)
  • G. Valbuena et al.

    Approaches to vaccines against Orientia tsutsugamushi

    Front. Cell. Infect. Microbiol.

    (2012)
  • D.H. Walker et al.

    Unresolved problems related to scrub typhus: a seriously neglected life-threatening disease

    Am. J. Trop. Med. Hyg.

    (2013)
  • T. Weitzel et al.

    Endemic scrub typhus in South America

    N. Engl. J. Med.

    (2016)
  • G. Xu et al.

    A review of the global epidemiology of scrub typhus

    PLoS Neglected Trop. Dis.

    (2017)
  • S. Chakraborty et al.

    Scrub typhus: an emerging threat

    Indian J. Dermatol.

    (2017)
  • S. Rajapakse et al.

    Clinical manifestations of scrub typhus

    Trans. R. Soc. Trop. Med. Hyg.

    (2017)
  • M. Mittal et al.

    Scrub typhus as a cause of acute encephalitis syndrome, Gorakhpur, Uttar Pradesh, India, Emerg

    Inf. Disp.

    (2017)
  • D.J. Kelly et al.

    The historical case for and the future study of antibiotic-resistant scrub typhus

    Trav. Med. Infect. Dis.

    (2017)
  • I. El Sayed et al.

    Antibiotics for treating scrub typhus

    Cochrane Database Syst. Rev.

    (2018)
  • H. Tettelin et al.

    Genome analysis of multiple pathogenic isolates of Streptococcus agalactiae: implications for the microbial “pan-genome

    Proc. Natl. Acad. Sci. Unit. States Am.

    (2005)
  • A. Mira et al.

    The bacterial pan-genome: a new paradigm in microbiology

    Int. Microbiol.

    (2010)
  • R.M. Sherman et al.

    Pan-genomics in the human genome era

    Nat. Rev. Genet.

    (2020)
  • J.A. Broadbent et al.

    Pan-proteomics, a concept for unifying quantitative proteome measurements when comparing closely-related bacterial strains

    Expert Rev. Proteomics

    (2016)
  • X. Liu et al.

    Label-free quantitative proteomics analysis of antibiotic response in Staphylococcus aureus to oxacillin

    J. Proteome Res.

    (2014)
  • A. Ziebandt et al.

    Proteomics uncovers extreme heterogeneity in the Staphylococcus aureus exoproteome due to genomic plasticity and variant gene regulation

    Proteomics

    (2010)
  • S.B. Levy et al.

    Antibacterial resistance worldwide: causes, challenges and responses

    Nat. Med.

    (2004)
  • B.E. Poulsen et al.

    Defining the core essential genome of Pseudomonas aeruginosa

    Proc. Natl. Acad. Sci. Unit. States Am.

    (2019)
  • U. Sood et al.

    Comparative genomic analyses reveal core-genome-wide genes under positive selection and major regulatory hubs in outlier strains of Pseudomonas aeruginosa

    Front. Microbiol.

    (2019)
  • D. Sharma et al.

    Bioinformatic exploration of metal-binding proteome of zoonotic pathogen Orientia tsutsugamushi

    Front. Genet.

    (2019)
  • A. Sharma et al.

    Zinc binding proteome of a phytopathogen Xanthomonas translucens pv

    undulosa, R. Soc. Open Sci.

    (2019)
  • A. Sharma et al.

    Proteome wide identification of iron binding proteins of Xanthomonas translucens pv. undulosa: focus on secretory virulent proteins

    Biometals

    (2017)
  • A. Sharma et al.

    In silico study of iron, zinc and copper binding proteins of Pseudomonas syringae pv. lapsa: emphasis on secreted metalloproteins

    Front. Microbiol.

    (2018)
  • K.D. Pruitt et al.

    NCBI reference sequences (RefSeq): a curated non-redundant sequence database of genomes, transcripts and proteins

    Nucleic Acids Res.

    (2007)
  • L. Fu et al.

    Accelerated for clustering the next-generation sequencing data

    Bioinformatics

    (2012)
  • Y. Zhao et al.

    PanGP: a tool for quickly analyzing bacterial pan-genome profile

    Bioinformatics

    (2014)
  • H. Luo et al.

    DEG 10, an update of the database of essential genes that includes both protein-coding genes and noncoding genomic elements

    Nucleic Acids Res.

    (2013)
  • B. Liu et al.

    VFDB 2019: a comparative pathogenomic platform with an interactive web interface

    Nucleic Acids Res.

    (2019)
  • L.E. Evans et al.

    Exploitation of antibiotic resistance as a novel drug target: development of a β-lactamase-activated antibacterial prodrug

    J. Med. Chem.

    (2019)
  • S.K. Gupta et al.

    A new bioinformatic tool to discover antibiotic resistance genes in bacterial genomes

    Antimicrob. Agents Chemother.

    (2014)
  • C. Yu et al.

    Predicting subcellular localization of proteins for Gram‐negative bacteria by support vector machines based on n‐peptide compositions

    Protein Sci.

    (2004)
  • N.Y. Yu et al.

    PSORTb 3.0: improved protein subcellular localization prediction with refined localization subcategories and predictive capabilities for all prokaryotes

    Bioinformatics

    (2010)
  • Cited by (6)

    View full text