Nature Communications · 2026
Raw sequence.
Readable signals.
GeneLLM is described as learning from plasma cfRNA sequences before they are reduced to annotated genes. This transparent lab makes that idea inspectable: bring a sequence, see its composition, keep the evidence.
AUG CUA
GGA UAC
CUA GGC3-mer windows · visible by design
GGA UAC
CUA GGC3-mer windows · visible by design
Inspect a sequence
Paste RNA letters or use the sample. The analysis is local, reproducible, and educational. It is not a cancer test and does not reproduce GeneLLM or infer a diagnosis.
Only A, U, G, and C are counted. Other characters are removed and reported.
“Decoding cancer circulating transcriptomic signatures with language models.” Nature Communications (2026), DOI 10.1038/s41467-026-74411-3. The paper context motivates the question; the calculations above are deliberately simpler and fully inspectable.