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Microbiome manipulation and Ralstonia resistance · v5
● ActiveValidationMicrobiome and Ralstonia resistance
RID‑72212Download PDFFigure 1: XGBoost regression performance and feature importance for Ralstonia pathogen abundance measured by qPCR (N = 106). (A) Predicted versus observed values; dashed line shows the 1:1 line. (B) Top 10 predictive features ranked by importance score, R² = 0.467.
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How Genedance works
Frontier microbiome research at your fingertips. Send samples, set your goal, and receive PhD‑level science in your mailbox within weeks.
Ship samples
Raw samples or DNA extract.
Upload data
Experiment description, DNA sequences, ‑omics data.
We process your data
Our microbiome expert runs bioinformatics, retrieves the scientific literature and analyses your data.
Receive your report
Actionable conclusions with a full audit trail of every analysis.
Communicate
Share your insights; export data and models.
One subscription. A full‑stack microbiome lab.
No upfront investment, no extra hire, and all results remain yours.
Automated DNA sequencing
Robotic extraction and sequencing with quality control at every step. Bioinformatics is included.
Scientific rigour
Eugene, our AI scientist, runs bioinformatics and statistics according to your experimental design and matches the results with the literature.
Interpretable results
Every result ships with the code that produced it: versioned parameters, code versions, timestamps. Any bioinformatician can audit or rerun the work.

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