Complete genome and QbD-guided reverse vaccinology for Streptococcus iniae strain SIKU01
Abstract
🧬 Whole Genome Assembly of 5 Streptococcus iniae bacteria isolated from diseased Asian Seabass, Thailand, comparative genomics, validation of WGS and in-sillico identification of antigens for vaccine biomanufacturing via Quality by Design (QbD). Organism: Streptococcus iniae isolates from diseased farmed Asian seabass (Lates calcarifer) Technologies: Illumina PE (short-reads) Methodologies: Single reference mapping De novo assembly Reference-guided de novo assembly Multi-reference mapping onto pangenome graphs Literature review and functional annotation of S. iniae proteome Identification of protein subset of candidate antigens based on functional annotations Pre-filtering using a QbD approach with a scoring matrix based on physico-chemical properties of Ags Second-filtering using a QbD approach with a scoring matrix based on E. coli expression system Identification of shared epitopes versus IEDB database of B- Cell epitopes in other animals Scoring and final selection of sets of best-scoring antigens for vaccine biomanufacturing using a range of downstream separation methods. NCBI Submission: Bioproject PRJNA933632 GenBank Sequence of SIKU01 Streptococcus iniae GenomeResults 98 proteins suitable for anion-exchange purification, 20 for cation-exchange, 100 for cellulose-affinity, 49 for silica-affinity, and 57-65 for plasmid DNA platforms. Importantly, this approach recovered well-validated antigens including enolase and GAPDH, which showed minimal sequence variation across our global dataset and have demonstrated 62-80% relative percent survival in previous trials. MS_Reverse_Vaccinology_QbD_Streptococcus_iniae_29-10-2025_RV.pdf / .docx — Final peer-reviewed version of the manuscript describing the integration of reverse vaccinology and Quality-by-Design (QbD) for Streptococcus iniae vaccine antigen discovery. MS_Reverse_Vaccinology_Identification_Vaccine_antigens_Streptococcus_iniae_29-10-2025_RV.docx — Supporting version emphasizing antigen discovery pipeline and candidate selection. Supplementary_Informations_MS_Reverse_Vaccinology_QbD_Streptococcus_iniae_29-10-2025.docx / .pdf — Full Supplementary Information including methods, figures, and QbD scoring matrix explanations. Tables_1-3.xlsx — Summary tables of genome statistics, annotation metrics, and antigen scoring results. Supplementary Data Workbooks Supplementary_Data_1_Metadata_and_Proteome.xlsx — Genome metadata, proteome annotation (PGAP), InterProScan results, and initial antigen preselection datasets (S01–S18). Supplementary_Data_2_Pangenomics_and_MSAs.xlsx — Pan-genome presence/absence matrices, multiple sequence alignments, and sequence entropy metrics across 90 S. iniae isolates (S19–S22). Supplementary_Data_3_QbD_Manufacturability.xlsx — Quality-by-Design manufacturability matrices (M0–M2), codon usage, route-specific subscores, and composite vaccine candidate rankings (S23–S37). Figures Figures 1–4: Genome assembly overview, QbD workflow, manufacturability design spaces, and structural epitope mapping. Figures S1–S12: Supplementary visualizations — assembly QC (Circos plots), synteny, antigenic variation, physico-chemical landscapes, filtering stages, and literature-based comparisons of RPS vaccine systems. Analysis Scripts S00–S14 — Custom Python, R, and Bash scripts for genome annotation parsing, UniProt and IEDB mapping, pangenome generation, MSA and entropy computation, and QbD scoring. Examples: S00_gbk_to_table.py — Converts GenBank annotations into tabular format. S03_IEDB_Epitope_Mapping_DIAMOND_SIKU01.py — Performs epitope homology search against the IEDB dataset. S11_Conservation_Shannon_SIKU01.R — Calculates Shannon entropy for conserved core gene alignments. S14_QbD_Ranking_SIKU01.R — Implements QbD-based multi-criteria scoring for antigen manufacturability. Includes auxiliary scripts for Panaroo integration, conservation visualization (ChimeraX), and core genome concatenation. General Data General_Data.zip — Consolidated auxiliary data (reference sequences, KEGG mappings, and intermediate outputs) supporting the analysis pipeline. 🧬 Summary This dataset supports the publication:“Reverse Vaccinology and Quality-by-Design (QbD) Framework for Vaccine Antigen Discovery in Streptococcus iniae”It includes the complete genome and proteome analysis, pangenomic context, Quality-by-Design scoring matrices, and reproducible scripts for candidate antigen prioritization.