Six modules. One platform.
of drug candidates fail in clinical trials.
Sun et al., Acta Pharm Sin B, 2022of those failures are toxicity. The molecule harms the patient.
Sun et al., Acta Pharm Sin B, 2022Caught before the preclinical.
ToxSMILES flags the structures known to cause harm. Galaxy maps the human proteins a molecule may hit. The wet lab confirms the high-risk ones and FinSMILES puts a price on each risk, so you drop them before you pay for the study.
Galaxy finds 96.4% of a new molecule’s real targets in its top 20, on molecules it had never seen.Many cancers are treated with drugs in combination.
Multiple myeloma, a blood cancer, is treated with three or four drugs together. Which ones to put together is the hard part: every drug you add multiplies the options to test.
NCCN Guidelines, Multiple Myelomapairs and triplets to choose from, for just 16 myeloma drugs.
Alosenta, multiple myeloma study, 2026ruled out by Combiner, because the drugs in them do the same job twice or their side effects stack up.
Alosenta, multiple myeloma study, 2026It found the treatments doctors already use.
Nobody told Combiner which combinations work. Two of its top five are today’s standard myeloma treatments, and a third is in a phase 3 trial. It took 29 minutes.
- Dexamethasone + Bortezomib + IberdomideIn phase 3
- Dexamethasone + Bortezomib + ThalidomideStandard of care, VTd
- Dexamethasone + Bortezomib + LenalidomideStandard of care, VRd
- Dexamethasone + Bortezomib + PomalidomideEstablished regimen
- Selinexor + Bortezomib + IberdomideNew, synergy explained
Every new drug starts from a hit.
A hit is a molecule that already acts on the target, but rarely well enough or safely enough to be a drug. Chemists improve it one change at a time.
drug-like molecules could exist. No lab can try them all.
Bohacek et al., Med Res Rev, 1996DrugForge searches it from your hit.
It proposes variants that keep the part that works, meet the properties you set, and come with a score for how hard each is to make.
Then it goes again.
The best variant becomes the next starting point, round after round, and each round is screened by ToxSMILES and Galaxy before anything is made. Interfacer does the same for antibodies, from 190,000 experimental structures.
