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In this presentation, the speaker describes a real-world clinical case where a patient with worsening leg pain and sleep disturbances—initially attributed to restless‑leg syndrome—was evaluated by an AI diagnostic assistant. The AI recommended testing for arsenic, explaining that the patient is homozygous for a slow‑acting variant of the AS3MT gene, which impairs methylation and elimination of arsenic. The patient lives in a former mining town with known soil contamination of arsenic and cadmium. The AI also detected emerging insulin resistance despite the patient being lean and active, linking it to arsenic exposure. The physician, puzzled by the constellation of findings, was guided by the AI to consider environmental toxicology as the underlying cause.

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