# Integrating natural gradients and controlled assays to reveal bacterial responses to cadmium in Theobroma cacao L., soils

**Authors:** Claudia Jaramillo-Mazo, Daniel Bravo, Diego Fernando Villanueva-Mejía, Javier Correa-Alvarez

PMC · DOI: 10.1371/journal.pone.0345645 · PLOS One · 2026-03-24

## TL;DR

This study explores how soil bacteria in cacao farms respond to cadmium, a toxic metal, using sequencing and metabolic measurements.

## Contribution

The study introduces a novel combination of natural gradient analysis and controlled assays to assess bacterial responses to cadmium in cacao soils.

## Key findings

- About 28% of soil bacterial communities respond to high cadmium concentrations in both natural and experimental conditions.
- Natural soil conditions revealed unculturable bacterial groups, while lab experiments favored known cadmium-tolerant bacteria.
- Cadmium-responsive taxa showed increased abundance during cadmium exposure, with contrasting patterns in metabolic activity and taxonomy.

## Abstract

Cadmium (Cd), a toxic heavy metal found in agricultural landscapes worldwide, has been pointed out in cropped soils with Theobroma cacao L., as one of the main contaminants that translocate into plant tissues. Among the factors linked to cadmium translocation into plants, the role of soil bacterial communities in chemical transformation in soils has been poorly investigated. Overall, soil bacterial communities are shaped by diverse environmental and anthropogenic factors that influence crop yield and health. Cadmium alters soil microbial communities and increases the risk to human health through plant uptake. Although the impacts of cadmium on soil bacteria have been studied in other crops, there is limited information on cacao. Thus, this study aimed to assess the responses of soil bacterial communities in cacao farms to cadmium exposure, both natural and spiked. A total of 225 rhizosphere soil samples were collected from 16 plots across five cacao farms in two Colombian departments. The complementary approaches used were: (i) 16S rDNA amplicon sequencing to assess the composition of the bacterial community in soils with natural Cd concentrations, and (ii) isothermal microcalorimetry (IMC) to measure the temporal metabolic responses of bacteria to Cd in closed systems for 80 hours at 25 °C. The findings suggest that nearly 28% of the bacterial community responds to high cadmium concentrations in soils, both in natural and experimental conditions. Field-based observations revealed that Cd-responsive taxa detected under natural soil conditions included several unculturable bacterial groups, whereas laboratory experiments with Cd spiking predominantly selected for previously characterized cadmium-tolerant bacteria (CdtB). Significant variation in natural Cd-bacterial community composition and Cd-related metabolic activity was observed across the farms. Moreover, Cd-responsive bacterial taxa exhibited increased abundance during Cd spikes. As expected, contrasting patterns were revealed by the activity-response measured by IMC and taxonomic analyses of 16S rRNA gene sequences.

## Linked entities

- **Chemicals:** cadmium (PubChem CID 23973), Cd (PubChem CID 23973)
- **Species:** Mus musculus (taxon 10090)

## Full-text entities

- **Diseases:** Cd (MESH:D002105)
- **Chemicals:** oxygen (MESH:D010100), carbon (MESH:D002244), heavy metal (MESH:D019216), CdCl2 (MESH:D019256), CIC (MESH:C037401), Ca (MESH:D002118), phosphate (MESH:D010710), Cadmium (MESH:D002104), agarose (MESH:D012685), Cdsoil (-), K (MESH:D011188), PHAs (MESH:D054813), PAHs (MESH:D011084), metal (MESH:D008670)
- **Species:** Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Candidatus Latescibacterota (phylum) [taxon 74015], Glycine max (soybean, species) [taxon 3847], Theobroma cacao (cacao, species) [taxon 3641], Novosphingobium (genus) [taxon 165696], Nitrospirota (phylum) [taxon 40117], Actinomycetota (actinobacteria, phylum) [taxon 201174], Oryza sativa (Asian cultivated rice, species) [taxon 4530], Bacteroidia (class) [taxon 200643], Candidatus Zixiibacteriota (phylum) [taxon 1379697], Enterobacter (genus) [taxon 547], Bacillota (clostridial firmicutes, phylum) [taxon 1239], Pseudomonadota (proteobacteria, phylum) [taxon 1224], Caulobacter (genus) [taxon 75], Lysobacter (genus) [taxon 68], Flavobacterium (genus) [taxon 237], Homo sapiens (human, species) [taxon 9606], Rhizobium (genus) [taxon 379]

## Full text

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## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13012491/full.md

## References

85 references — full list in the complete paper: https://tomesphere.com/paper/PMC13012491/full.md

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Source: https://tomesphere.com/paper/PMC13012491