High-throughput heart rate monitoring in Daphnia magna for sublethal ecotoxicological assessment

Monitoring Daphnia magna heart rate provides significant potential as a sensitive physiological indicator for ecotoxicological assessment, yet its broader application has been limited by low-throughput, high variability, reliance on mean-based interpretation, and difficulties in analysing multiple individuals simultaneously. Here, we present an integrated methodology combining stress-minimised immobilisation, high-speed imaging, and Fourier-based analysis to monitor 150 individuals per hour. This high-throughput system enables distribution- and probability-based statistical analysis rather than conventional mean-based approaches. Using kernel density estimation and Gaussian deconvolution, multimodal cardiac response patterns and unrecognised subpopulations were identified. Distribution-based convergence analysis revealed stable estimation at N ≥ 63 (σ = 26.36 bpm; R² = 0.89), supporting N = 100 as a statistically robust sample size. Application to reference substances, such as hydrogen peroxide and caffeine validated the method for detecting chemically induced cardiac alterations. Additional exposure to paraquat and potassium dichromate revealed dose-dependent heart rate alterations below EC<sub>50</sub> levels. Copper oxide nanoparticles induced abnormal elevation below EC<sub>10</sub>, and gold nanoparticles caused irregular distributions (∼ 31.2 %) below no observed effect concentration. These results demonstrate the improved sensitivity, reproducibility, and ecological relevance, offering a rapid, non-invasive, and probabilistic tool for early detection of sublethal stress in next-generation environmental risk assessment.

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Publication Details

Journal
Journal of Hazardous Materials
Published
2026-02-18
DOI
https://doi.org/10.1016/j.jhazmat.2026.141474
Primary Topic
Environmental Toxicology and Ecotoxicology
Type
article
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article

High-throughput heart rate monitoring in Daphnia magna for sublethal ecotoxicological assessment

S. H. Lee, Min Beom Heo, Gizachew Betru Tegegn, Si-Eun Sung et al.
Journal of Hazardous Materials
Environmental Toxicology and Ecotoxicology
article

High-throughput heart rate monitoring in Daphnia magna for sublethal ecotoxicological assessment

S. H. Lee, Min Beom Heo, Gizachew Betru Tegegn, Si-Eun Sung, Tae Geol Lee, Ik Hwan Kwon, Youngsam Kim, Yong Hyeon Yim, Gisu Park, Sunlin Ko, Shinhye Park, Young Jun Kim
article en

Abstract

Monitoring Daphnia magna heart rate provides significant potential as a sensitive physiological indicator for ecotoxicological assessment, yet its broader application has been limited by low-throughput, high variability, reliance on mean-based interpretation, and difficulties in analysing multiple individuals simultaneously. Here, we present an integrated methodology combining stress-minimised immobilisation, high-speed imaging, and Fourier-based analysis to monitor 150 individuals per hour. This high-throughput system enables distribution- and probability-based statistical analysis rather than conventional mean-based approaches. Using kernel density estimation and Gaussian deconvolution, multimodal cardiac response patterns and unrecognised subpopulations were identified. Distribution-based convergence analysis revealed stable estimation at N ≥ 63 (σ = 26.36 bpm; R² = 0.89), supporting N = 100 as a statistically robust sample size. Application to reference substances, such as hydrogen peroxide and caffeine validated the method for detecting chemically induced cardiac alterations. Additional exposure to paraquat and potassium dichromate revealed dose-dependent heart rate alterations below EC<sub>50</sub> levels. Copper oxide nanoparticles induced abnormal elevation below EC<sub>10</sub>, and gold nanoparticles caused irregular distributions (∼ 31.2 %) below no observed effect concentration. These results demonstrate the improved sensitivity, reproducibility, and ecological relevance, offering a rapid, non-invasive, and probabilistic tool for early detection of sublethal stress in next-generation environmental risk assessment.

Journal of Hazardous MaterialsVol. 505
Korea Research Institute of Standards and Science (KR), KIST Europe (DE), Jeonbuk National University (KR), Saarland University (DE)
Life in Land
Openalex Percentile: Top 55%
Environmental Toxicology and Ecotoxicology
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