RxRxBriefing
Reference

How a drug gets made

What each stage means when you see it on a company page — how long it takes, what it costs, and how often it fails. Industry averages; real programs vary a lot by disease and modality.

10–15 yrsdiscovery to approval
$1–2.5Bcost per approved drug, failures included
~5–10%of preclinical programs reach approval
Target ID & validation
Hit discovery
Hit-to-lead
Lead optimization
Preclinical (IND-enabling)
Phase 1 — safety
Phase 2 — dose & efficacy
Phase 3 — confirm
FDA review → approved

Stage by stage

StageTypical timeOdds of advancingTypical costWhat happensOutput
Target ID & validation0.5–2 yrs60–80%$10–50MPick a protein or pathway that causes the disease; prove hitting it should help.Validated target
Hit discovery1–2 yrs~50%$50–100MScreen large libraries or design molecules (increasingly with AI) that act on the target.Hit compounds
Hit-to-lead1–2 yrs~50%$50–100MImprove potency and selectivity; early drug-likeness checks.Lead compounds
Lead optimization1–2 yrs~30%$100–250MTune efficacy, pharmacokinetics and safety; pick one candidate.Preclinical candidate
Preclinical1–2 yrs60–70%$100–250MAnimal toxicology, PK, manufacturing. Ends with an IND filing asking FDA permission to test in humans.IND submission
Phase 1~1 yr60–70%$50–100MFirst in humans, usually 20–100 volunteers. Is it safe? How is it absorbed and cleared?Phase 1 data
Phase 2~2 yrs30–50%$100–300M100–300 patients. Does it work, and at what dose? Most failures happen here.Phase 2 data
Phase 33–4 yrs50–70%$300–600M300–3,000+ patients vs. standard of care. The pivotal, expensive trial.Phase 3 data
Regulatory review1–2 yrs~90%$50–100MNDA/BLA submitted; FDA reviews (the PDUFA date is the decision deadline); sometimes an advisory committee.Approved label

Why this matters for the stock

A Phase 2 readout is the single most common make-or-break event for a small biotech: fail and the stock can lose 50–80% in a day; succeed and it can double. Phase 3 readouts and PDUFA dates are the next biggest. Big pharma is diversified across dozens of programs, so one failure matters far less. On each company page we list registered trials by phase and their estimated completion dates so you can see these events coming.

Sources: DiMasi et al. (2016), Nature Reviews Drug Discovery, BIO clinical development success rate reports, FDA. Figures are rounded industry averages.