# Integrative LC-HR-QTOF-MS and Computational Metabolomics Approaches for Compound Annotation, Chemometric Profiling and In Silico Antibacterial Evaluation of Ugandan Propolis

**Authors:** Ivan Kahwa, Christina Seel, Ronnie Tumwesigye, Patrick Onen, Ramona Oehme, Susan Billig, Rapheal Wangalwa, Jonans Tusiimire, Claudia Wiesner, Leonard Kaysser

PMC · DOI: 10.3390/metabo16020109 · Metabolites · 2026-02-03

## TL;DR

This study uses advanced mass spectrometry and computational methods to analyze the non-volatile compounds in Ugandan propolis and identify potential antibacterial agents.

## Contribution

First LC–MS characterization of Ugandan propolis non-volatile metabolome with chemotyping and in silico antibacterial evaluation.

## Key findings

- Ugandan propolis contains flavonoids, phenolic acids, diterpenoids, and lignans with antibacterial potential.
- Geographical chemotypes distinguish flavonoid-rich from diterpenoid-rich regions using multivariate analysis.
- Molecular docking and ADMET assessments highlight flavonoids and diterpenoids with strong predicted antibacterial activity.

## Abstract

Background/Objectives: Propolis is a complex bee product with a composition that varies according to local vegetation, environmental conditions, and bee foraging behaviours. Recently, gas chromatography–mass spectrometry (GC–MS) has been employed in Uganda to analyse its volatile components. This study examined Ugandan propolis non-volatile metabolites to determine chemotypes and identify antibacterial compounds. Methods: Ethanolic extracts were analysed using liquid chromatography–high-resolution quadrupole time-of-flight mass spectrometry (LC-HR-QTOF-MS) in an untargeted MS/MS mode. Data processing was carried out using MZmine, then annotated with Global Natural Products Social Molecular Networking (GNPS) and SIRIUS. Chemometric methods assisted in identifying regional chemical signatures. Metabolites highlighted by the heatmap were evaluated for antibacterial activity using molecular docking against bacterial targets, followed by ADMET (absorption, distribution, metabolism, excretion, and toxicity) assessments. Results: Out of 3252 features, 234 and 52 putative compounds were annotated in GNPS and SIRIUS, respectively, as indicated by molecular networking, suggesting high chemical complexity. The chemical space mainly comprises flavonoids (including glycosides, aglycones, methylated, and prenylated derivatives), phenolic acids, amides, hydroxycinnamate derivatives, lignans, megastigmanes, and various diterpenoid skeletons. Multivariate analyses clearly distinguish geographical chemotypes, separating flavonoid-rich regions from diterpenoid-rich regions. Docking studies revealed flavonoids, diterpenoids, and lignans with strong predicted antibacterial activities and favourable ADMET profiles. Conclusions: This study provides the first LC–MS characterisation of the non-volatile metabolome of Ugandan propolis, thereby expanding its chemical diversity. Metabolomics and computational approaches lay a foundation for future ecological, chemotaxonomic, and pharmacological research.

## Linked entities

- **Chemicals:** lignans (PubChem CID 443013)

## Full-text entities

- **Genes:** PGP (phosphoglycolate phosphatase) [NCBI Gene 283871] {aka AUM, G3PP, PGPase}, dihydrofolate reductase [NCBI Gene 410422], CYP2C19 (cytochrome P450 family 2 subfamily C member 19) [NCBI Gene 1557] {aka CPCJ, CYP2C, CYPIIC17, CYPIIC19, P450C2C, P450IIC19}, NAK [NCBI Gene 552731], PPIG (peptidylprolyl isomerase G) [NCBI Gene 9360] {aka CARS-Cyp, CYP, SCAF10, SRCyp}, CYP3A4 (cytochrome P450 family 3 subfamily A member 4) [NCBI Gene 1576] {aka CP33, CP34, CYP3A, CYP3A3, CYPIIIA3, CYPIIIA4}, CYP1A2 (cytochrome P450 family 1 subfamily A member 2) [NCBI Gene 1544] {aka CP12, CYPIA2, P3-450, P450(PA)}
- **Diseases:** cardiotoxicity (MESH:D066126), neurotoxicity (MESH:D020258), respiratory toxicity (MESH:D012140), injury to (MESH:D014947), inflammatory (MESH:D007249), allergy (MESH:D004342), Organ (MESH:D000092124), Toxicity (MESH:D064420), carcinogenicity (MESH:D011230)
- **Chemicals:** B (MESH:D001895), ethanol (MESH:D000431), flavonol (MESH:C041477), orientin (MESH:C065886), quinic acid (MESH:D011801), polythene (MESH:D020959), acetic acid (MESH:D019342), isopimarane (MESH:D045784), alkaloids (MESH:D000470), mangiferin (MESH:C013592), quercetin-3-O-rutinoside (MESH:C404204), aglycone (MESH:C458179), phenylethylamines (MESH:D010627), isoorientin (MESH:C057912), SIRIUS (MESH:C433343), Terpenoids (MESH:D013729), apigenin (MESH:D047310), Vancomycin (MESH:D014640), Querciturone (MESH:C110309), Fe (MESH:D007501), phenolic acid (MESH:C017616), myricetin (MESH:C040015), biflorin (MESH:C522781), Kaempferol (MESH:C006552), Tricetin (MESH:C469689), reticuline (MESH:C003298), xanthones (MESH:D044004), amides (MESH:D000577), diarylheptanoids (MESH:D036381), cholestane (MESH:D002776), H2O (MESH:D014867), Flavonols (MESH:D044948), glucan (MESH:D005936), C (MESH:D002244), uvaol (MESH:C013330), Rutin (MESH:D012431), acetonitrile (MESH:C032159), sarcophytol A (MESH:C058761), caffeoylquinic acid (MESH:C472707), Ciprofloxacin (MESH:D002939), wax (MESH:D014885), stilbenes (MESH:D013267), hesperidin (MESH:D006569), pimarane (MESH:C433018), carboxylic acid (MESH:D002264), N (MESH:D009584), quercetin (MESH:D011794), lariciresinol (MESH:C060282), megastigmane (MESH:C413264), polysaccharide (MESH:D011134), Hydroxycinnamic acids (MESH:D003373), O (MESH:D010100), Zn (MESH:D015032), rosmarinic acid (MESH:C041376), azaphilones (MESH:C494154), Br (MESH:D001966), sugar (MESH:D000073893), P (MESH:D010758), flavone (MESH:C043562), galangin (MESH:C037032)
- **Species:** aureus [taxon 46170], Mimosa gemmulata (species) [taxon 648352], Meleagris gallopavo (common turkey, species) [taxon 9103], Mangifera indica (mango, species) [taxon 29780], Euphorbia tirucalli (species) [taxon 142860], Vachellia nilotica (babul, species) [taxon 138033], Klebsiella pneumoniae (species) [taxon 573], Azadirachta indica (Indian-lilac, species) [taxon 124943], Coriaria (genus) [taxon 3459], Pseudomonas aeruginosa (species) [taxon 287], Hesperocyparis lusitanica (species) [taxon 103968], Croton macrobothrys (species) [taxon 518861], Escherichia coli (E. coli, species) [taxon 562], Bacillus subtilis (species) [taxon 1423], Olea europaea (common olive, species) [taxon 4146], Albizia gummifera (species) [taxon 1561840], Streptococcus mutans (species) [taxon 1309], Apis mellifera (bee, species) [taxon 7460], Eucalyptus camaldulensis (Murray red gum, species) [taxon 34316], Scaptotrigona postica (stingless bee, species) [taxon 79011], Prunus (genus) [taxon 3754], Albizia julibrissin (silk tree, species) [taxon 3813], Homo sapiens (human, species) [taxon 9606], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Staphylococcus aureus (species) [taxon 1280], Melaleuca citrina (species) [taxon 2981537], Propolis (genus) [taxon 931589]
- **Cell lines:** S2 — Drosophila melanogaster (Fruit fly), Spontaneously immortalized cell line (CVCL_Z232), Caco-2 — Homo sapiens (Human), Colon adenocarcinoma, Cancer cell line (CVCL_0025), MDCK — Canis lupus familiaris (Dog), Spontaneously immortalized cell line (CVCL_0422)

## Full text

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## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12942557/full.md

## References

103 references — full list in the complete paper: https://tomesphere.com/paper/PMC12942557/full.md

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Source: https://tomesphere.com/paper/PMC12942557