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Targetability · repurposing · DEG tables from DESeq2, edgeR, limma, Seurat

Gene Druggability Analysis (GDA)

Which of your DEGs can you actually hit?

Upload your differentially expressed genes (DEGs) as a results table from DESeq2, edgeR, limma, Seurat or GEO2R and pick a disease. Every gene is checked against Open Targets, FDA drug labels, ClinicalTrials.gov and CIViC, and you get three separate answers: the genes worth an experiment, the approved drugs that could be repurposed, and what is already being targeted in that disease — each row linked to the evidence behind it.

Direction-aware A drug that inhibits a gene you found down-regulated points the wrong way. It is rejected, not ranked.
Not what is already given Drugs already labelled or in trials for your disease are not offered back to you as repurposing ideas.
Nothing hidden Rejected rows stay on the page with their reason. Your file is read in memory and never stored; no gene names are logged.
1 · file 2 · check the columns 3 · report
Drop your DEG table here, or click to choose CSV, TSV or Excel (.xlsx), up to 8 MB · it is read in memory and never stored
No file at hand? Try a real example (neuroblastoma, 396 genes):

Check how we read your file

Detected from the header row. Correct anything that is wrong — a wrong column here changes every number below it.

Direction decides which drugs are kept: an inhibitor is only useful against something that is up. If this is the wrong way round the whole report inverts, so there is no default.

Methods, data and limits

How the three answers are made

They are kept apart on purpose rather than merged into one number. Genes worth an experiment: tractable in principle, nothing approved yet; ranked by disease association (45%), your DEG (differentially expressed gene) statistics (30%) and hard evidence (25%), where hard evidence means genetic association or somatic mutation only. Known-drug evidence is left out of the score because it is circular in a score about finding drugs. Repurposing: approved drugs whose target is in your list, after the direction check and after removing drugs already labelled or in trials for this disease. Already targeted here: a property of the disease, not of your comparison.

Direction is a gate, not a score

The mechanism of each drug (inhibitor, agonist and so on) is compared with the direction of your gene. A mismatch removes the drug from the ranking and keeps it visible, with the reason, as a rejected row.

Data

Limits

Privacy and reuse

Your file is read in memory and never stored. No gene name is written to a log. To cite: BioTransfer Gene Druggability Analysis, usebiotransfer.org/tools/deg-actionability/, accessed on the date you ran it.