Submitted:
06 August 2026
Posted:
10 August 2026
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Design and Setting
2.2. Study Area
2.3. Participants’ Recruitment and Ethical Considerations
2.4. Laboratory Analysis
2.4.1. Blood Sample Collection and Culture
2.4.2. Phenotypic Identification
2.4.3. DNA Extraction
2.4.4. PCR Amplification of the 16S rRNA Gene
2.4.5. Purification and Sequencing
2.4.6. Sequence Analysis and Phylogenetic Inference
2.5. Data Analysis
3. Results
3.1. Demographic Characteristics of Study Participants
3.2. Blood Culture Yield and Microbial Isolates
3.3. Genetic Characteristics and Phylogenetic Diversity of Circulating Salmonella Strains
| Sample IDs | Ascension Numbers | Bacterial Serovars and Strains |
|---|---|---|
| S1 | PZ413661 | Salmonella enterica subsp. enterica serovar Livingstone strain NSK160426.1 |
| S2 | PZ414891 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.1 |
| S3 | PZ414892 | Salmonella enterica subsp. enterica strain NSK160426.3 |
| S4 | PZ413669 | Salmonella enterica subsp. enterica serovar Heidelberg strain NSK160426.33 |
| S5 | PZ413662 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.5 |
| S6 | PZ413663 | Salmonella enterica subsp. enterica serovar Enteritidis strain NSK160426.6 |
| S7 | PZ413664 | Citrobacter freundii strain NSK160426.7 |
| S8 | PZ414895 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.34 |
| S9 | PZ414896 | Salmonella enterica subsp. enterica strain NSK160426.35 |
| S10 | PZ414897 | Salmonella enterica subsp. enterica strain NSK160426.37 |
| S11 | PZ413633 | Salmonella enterica subsp. enterica serovar Paratyphi B strain NSK160426.11 |
| S12 | PZ413634 | Salmonella enterica subsp. enterica serovar Typhi strain NSK160426.12 |
| S13 | PZ414893 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.13 |
| S14 | PZ324770 | Salmonella bongori strain NSK230426.14 |
| S15 | PZ324771 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK230426.15 |
| S16 | PZ414894 | Salmonella enterica subsp. enterica strain NSK160426.16 |
| S17 | PZ324772 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK230426.17 |
| S18 | PZ324773 | Salmonella enterica subsp. enterica strain NSK230426.18 |
| S19 | PZ324774 | Salmonella enterica subsp. enterica strain NSK230426.19 |
| S20 | PZ324775 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK230426.20 |
| S21 | PZ324776 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK230426.21 |
| S22 | PZ413665 | Citrobacter youngae strain NSK160426.22 |
| S23 | PZ414898 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.38 |
| S24 | PZ324777 | Salmonella enterica subsp. diarizonae strain NSK230426.24 |
| S25 | PZ414899 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK160426.40 |
| S26 | PZ413671 | Salmonella enterica subsp. enterica serovar Infantis strain NSK160426.41 |
| S27 | PZ413667 | Klebsiella oxytoca strain NSK160426.27 |
| S28 | PZ324778 | Enterobacter oligotrophicus strain NSK230426.28 |
| S29 | PZ324779 | Enterobacter oligotrophicus strain NSK230426.29 |
| S30 | PZ324780 | Enterobacter oligotrophicus strain NSK230426.30 |
| S31 | PZ324781 | Salmonella enterica subsp. enterica serovar Typhimurium strain NSK230426.31 |
| S32 | PZ413668 | Enterobacter hormaechei strain NSK160426.32 |
3.4. Phylogenetic Analysis of Molecularly Confirmed Salmonella Isolates

3.5. Summary of Phylogenetic Diversity Findings
- Predominant Lineage: S. Typhimurium (44% of confirmed Salmonella isolates) represented the most prevalent and phylogenetically conserved lineage.
- Untyped Strains: Six isolates were confidently assigned to S. enterica but could not be resolved to specific serovars using 16S rRNA sequencing alone, suggesting additional hidden phylogenetic diversity.
4. Discussion
4.1. Phylogenetic Diversity and Predominance of Non-Typhoidal Serovars
4.2. Detection and Phylogenetic Significance of Emerging Atypical Serovars
4.3. Phylogenetic Resolution and Diagnostic Implications
4.4. Ecological and Environmental Drivers of Phylogenetic Diversity
4.5. Public Health Implications
4.6. Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Taxonomic Group | Isolates Sample(s) ID | Frequency (n=32) |
Percentage (%) |
|---|---|---|---|
|
Salmonella enterica serovar Typhimurium |
S2, S5, S8, S13, S15, S17, S20, S21, S23, S25, S31 |
11 |
34.4 |
| Salmonella enterica serovar Enteritidis | S6 | 1 | 3.1 |
| Salmonella enterica serovar Heidelberg | S4 | 1 | 3.1 |
| Salmonella enterica serovar Infantis | S26 | 1 | 3.1 |
| Salmonella enterica serovar Typhi | S12 | 1 | 3.1 |
| Salmonella enterica serovar Livingstone | S1 | 1 | 3.1 |
| Salmonella enterica serovar Paratyphi B | S11 | 1 | 3.1 |
| Salmonella enterica subsp. enterica (untyped strains) | S3, S9, S10, S16, S18, S19 | 6 | 18.8 |
| Salmonella enterica subsp. Diarizonae | S24 | 1 | 3.1 |
| Salmonella bongori | S14 | 1 | 3.1 |
| Citrobacter freundii | S7 | 1 | 3.1 |
| Citrobacter youngae | S22 | 1 | 3.1 |
| Enterobacter oligotrophicus | S28, S29, S30 | 3 | 9.4 |
| Enterobacter hormaechei | S32 | 1 | 3.1 |
| Klebsiella oxytoca | S27 | 1 | 3.1 |
| Major Clade | Sub-Clade | Isolate Members | Predominant Species | Bootstrap Support (%) | Interpretation |
|---|---|---|---|---|---|
| Clade I | Typhimurium Core Cluster | S5, S25, S2, S23, S17, S8, S13, S20, S21 | Salmonella enterica serovar Typhimurium | 68–89 | Strongly related Typhimurium lineage |
| Clade I | Typhimurium–Enteritidis Group | S6 | Salmonella enterica serovar Enteritidis | 68 | Closely related serovar |
| Clade I | Typhimurium–Infantis Branch | S26 | Salmonella enterica serovar Infantis | 10 | Related but distinct lineage |
| Clade II | Mixed Salmonella enterica Cluster | S3, S18, S19, S16, S1, S4, S9 | Salmonella enterica | 3–60 | Moderately related enterica strains |
| Clade III | Divergent Salmonella Group | S14, S24 | S. bongori / S. diarizonae | 31–56 | Distinct evolutionary lineage |
| Clade IV | Basal Salmonella Lineage | S10, S15, S11, S31, S12 | Typhimurium, Paratyphi B, Typhi | 96–100 | Strongly supported basal cluster |
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