| Literature DB >> 34479607 |
Luísa N Domingues1,2, Kylie G Bendele3, Lénaïg Halos4,5, Yovany Moreno6, Christian Epe6, Monica Figueiredo6, Martin Liebstein7, Felix D Guerrero8.
Abstract
BACKGROUND: The horn fly, Haematobia irritans irritans, causes significant production losses to the cattle industry. Horn fly control relies on insecticides; however, alternative control methods such as vaccines are needed due to the fly's capacity to quickly develop resistance to insecticides, and the pressure for eco-friendly options.Entities:
Keywords: Biting flies; Cattle; Haematobia irritans irritans; In silico vaccine discovery; Parasites; Peritrophic matrix; Peritrophins; Reverse vaccinology; Vaccines
Mesh:
Substances:
Year: 2021 PMID: 34479607 PMCID: PMC8414034 DOI: 10.1186/s13071-021-04938-5
Source DB: PubMed Journal: Parasit Vectors ISSN: 1756-3305 Impact factor: 3.876
Tools used for the in silico analyses of Haematobia irritans transcripts and translated ORFs
| Tool | Description | Website |
|---|---|---|
| Virtual Ribosome | Comprehensive tool for translating DNA sequences to the corresponding peptide sequences [ | |
| Vaxign | Vaccine target prediction and analysis system based on the principle of reverse vaccinology [ | |
| PSORTb | Program for bacterial protein subcellular localization prediction [ | |
| TMHMM | Prediction of transmembrane helices in proteins [ | |
| SPAAN | Prediction of adhesins and adhesin-like proteins using neural networks [ | - |
| BLAST | NCBI sequence similarity alignment and analysis program [ | |
| IEDB | Immune Epitope Database and Analysis Resource [ | |
| Vacceed | High-throughput in silico vaccine candidate discovery pipeline for eukaryotic pathogens based on reverse vaccinology [ | - |
| WoLF PSORT | Protein subcellular localization prediction [ | |
| SignalP 4.1 | Predicts presence and location of signal peptide cleavage sites [ | |
| TargetP 1.1 | Predicts the subcellular location of eukaryotic proteins [ | |
| TMHMM | Prediction of transmembrane helices in proteins [ | TMHMM—2.0—Services—DTU Health Tech |
| MHC I-binding | Peptide binding to MHC class I molecules [ | |
| MHC II-binding | Peptide binding to MHC class II molecules [ | |
| VaxiJen | Server for alignment-independent prediction of protective antigens. It allows antigen classification solely based on the physicochemical properties of proteins without recourse to sequence alignment [ | |
| Blast2GOPro | Bioinformatics platform for the functional analysis of genomic datasets [ | |
| BLASTN | Finds regions of similarity between nucleotide sequences using a nucleotide query [ | |
| BLASTX | Finds regions of similarity between protein sequences using a translated nucleotide query translated in all six reading frames [ | |
| InterPro | Provides functional analysis of protein sequences by classifying them into families and predicting the presence of domains and important sites. It uses predictive models known as signatures provided by several different databases [ | |
| Gene Ontology (GO) | Defines concepts/classes used to describe gene function, and relationships between these concepts. It classifies functions along three aspects: molecular function, cellular component, biological process [ | |
| Conserved Domain Database | Protein annotation resource that consists of a collection of well-annotated multiple sequence alignment models for ancient domains and full-length proteins [ | |
| BepiPred 2.0 | Predicts B-cell epitopes from a protein sequence, using a random forest algorithm trained on epitopes and non-epitope amino acids determined from crystal structures. A sequential prediction smoothing is performed afterwards [ | |
| FBCPred | Predicts flexible length B-cell epitopes using subsequence kernel [ | |
| BCPred | Predicts linear B-cell epitopes using string kernels [ | |
| NetMHC 4.0 Server | Predicts peptide-MHC class I binding using artificial neural networks, and peptides are classified as having a strong or weak binder according to their ranking [ | |
| IEDB-MHC I Binding Predictions | Predicts peptide-MHC class I binding using a combination of artificial neural network, stabilized matrix method, and scoring matrices derived from combinatorial peptide libraries. Predictions were made on 06 February 2018 [ |
Fig. 1Schematic overview of the study design including in silico reverse vaccinology analysis steps for the selection of Haematobia irritans vaccine antigen candidates, amplification, and in vivo and in vitro evaluations
Fig. 2Horn fly in vitro feeding trial. a Adult flies in cages feeding for 10 days upon whole blood collected on days 21, 42, or 56 from animals vaccinated with BI-HS009 or buffer plus adjuvant only. (b Egg collection by allowing oviposition onto moistened filter pads. c Fly eggs on filter paper. d Larval feeding cups containing manure. e Pupae recovered by washing manure onto sieves of different sizes. f Pupae (indicated by arrows) recovered by flotation in a container filled with tap water
Summary for the 10 selected vaccine antigen candidates
| Antigen ID | Vacceed score (rank)a | VaxiJen score (rank)b | MS confirmedc | Sequence verificationd | Expressede | Immunization trial | |
|---|---|---|---|---|---|---|---|
| Coverage (%) | Identity (%) | ||||||
| BI-HS001 | 0.999 (32) | 1.5791 (16) | Yes | 59 | 100 | Small | No |
| BI-HS002 | 0.999 (32) | 1.0257 (34) | No | 46 | 99 | Small | No |
| BI-HS003 | 0.944 (4701) | 0.9715 (38) | No | 48 | 97 | Small | No |
| BI-HS004 | 0.937 (5322) | 0.9323 (49) | Yes | – | – | None | No |
| BI-HS005 | 0.930 (5459) | 0.9223 (51) | No | – | – | None | No |
| BI-HS006 | 0.998 (1055) | 0.8890 (56) | Yes | 54 | 99 | Small + large | No |
| BI-HS007 | 0.937 (5322) | 0.8353 (73) | No | 43 | 100 | Small | No |
| BI-HS008 | 0.943 (4931) | 0.8248 (86) | Yes | – | – | None | No |
| BI-HS009 | 0.998 (1055) | 0.8149 (88) | No | 61 | 99 | Small + large | Yes |
| BI-HS010 | 0.943 (4931) | 0.8107 (90) | Yes | – | – | None | No |
aRank in Vacceed scores of all 36,282 transcripts analyzed (refer to Additional file 4 for detailed information)
bRank in VaxiJen scores of all 535 transcripts analyzed (refer to Additional file 4 for detailed information)
cDenotes whether antigen's amino acid sequence could be confirmed by mass spectrometry of proteins extracted from adult horn flies
dVerifying transcript expression in adult flies: Coverage denotes average % of transcript that was covered by our RT-PCR and sequencing primer sets designed for analysis of wild fly RNA. Identity denotes the average % of nucleotide identity between the sequenced region of overlap between the transcript sequence and the RT-PCR product from wild fly RNA (refer to Additional file 7: Figure S1 for detailed information)
eDenotes whether the antigen was successfully expressed in small-scale or large-scale P. pastoris expression and recombinant protein purification experiments conducted by Creative BioMart
Fig. 3SDS-PAGE and Western blotting analysis of the BI-HS009 antigen candidate produced in Pichia pastoris. a SDS-PAGE: 4.2 µg of BI-HS009 (009) were loaded and run in NuPAGE 4–12% Bis–Tris gels, followed by staining with Coomassie Brilliant Blue R-250. Arrows indicate stained protein bands that were excised and subjected to N-terminal sequencing. b Western blotting detection of BI-HS009 using the Western Breeze Chromogenic Western Blot Immunodetection Kit and anti-His tag antibodies. Stds = molecular weight standards (250 kDa – 10 kDa) (Precision Plus Protein All Blue) (Bio-Rad)
Fig. 4Indirect ELISA results. Animals were vaccinated with either BI-HS009 plus adjuvant (114 µg/dose, 4 ml dose) or buffer plus adjuvant only (control), and blood was collected just prior to vaccination on days 0, 21, and 42, as well as every 2 weeks after the last vaccination until day 112. Antibody titers are expressed as antibody units determined relative to a standard curve. Stars indicate significant difference (P < 0.05) between the control and BI-HS009 group according to two-way repeated-measures ANOVA followed by the Šídák’s multiple comparisons test. Arrows indicate vaccination days
Results of in vitro feeding assay with adult flies fed with blood from vaccinated animals (BI-HS009 or control) collected on days 21, 42, and 56
| BI-HS009a | Controla | ANOVA | |||
|---|---|---|---|---|---|
| Total | Mean (SD) | Total | Mean (SD) | ||
| Fly mortality | |||||
| Day 21 | 6 | 1.50 (1.29) | 1 | 0.25 (0.50) | |
| Day 42 | 4 | 1.00 (0.82) | 5 | 1.25 (0.96) | |
| Day 56 | 5 | 1.25 (0.96) | 3 | 0.75 (0.96) | |
| Number of eggs laid | |||||
| Day 21 | 133 | 33.3 (22.2) | 259 | 64.8 (20.6) | |
| Day 42 | 195 | 48.8 (21.4) | 189 | 47.3 (27.2) | |
| Day 56 | 114 | 28.5 (18.5) | 303 | 75.8 (26.7) | |
| Number of pupae | |||||
| Day 21 | 106 | 26.5 (17.7) | 217 | 54.3 (16.1) | |
| Day 42 | 155 | 38.8 (16.2) | 163 | 40.8 (23.7) | |
| Day 56 | 95 | 23.8 (13.3)* | 260 | 65.0 (16.7) | |
| Number of newly emerged adults | |||||
| Day 21 | 83 | 20.8 (15.6) | 198 | 49.5 (13.5) | |
| Day 42 | 83 | 20.8 (15.0) | 119 | 29.8 (24.0) | |
| Day 56 | 92 | 23.0 (13.5)* | 214 | 53.5 (15.3) | |
SD standard deviation
*Indicates significant difference at P < 0.05 between BI-HS009 and control group according to two-way repeated-measures ANOVA followed by the Šídák’s multiple comparisons test
aFour cages with 20 flies each (10 males and 10 females) were used per group (BI-HS009 and control) for each blood collection date (days 21, 42, or 56)