Drug Discovery

D. E. Shaw Research conducts drug discovery programs both independently and in collaboration with other biopharmaceutical companies and research laboratories. All of our computational work is performed in‑house using a combination of our special‑purpose Anton supercomputers and high‑speed commodity hardware. We do not maintain in‑house “wet lab” facilities, but routinely design experiments for execution under our direction by various specialized contract research organizations (CROs).

Our drug discovery activities fall into three categories, each of which is enabled in part by the use of Anton‑based MD simulations, machine learning methods, and other advanced computational technologies:

  • Elucidating the molecular mechanisms of pathological biological processes
    • Identifying previously undiscovered biomolecular phenomena that may be relevant to the pathogenesis of potentially treatable human diseases
    • Determining how the binding of a given molecule at a given binding site modulates the function of a protein implicated in a given disease
    • Exploring at an atomic level of detail the effects of inherited or acquired mutations that are known to be associated with certain pathologies
  • Identifying new molecular strategies for pharmaceutical intervention
    • Discovering potentially druggable three‑dimensional protein configurations that have been inaccessible to experimental structure determination
    • Finding new, previously untargeted binding sites, including cryptic or ephemeral binding pockets and novel sites for allosteric modulation
    • Identifying ligand features that tend to stabilize or destabilize particular protein structures, or to promote or preclude particular interactions
  • Creating novel, precisely targeted, highly selective drugs
    • Using a combination of computational and experimental techniques to generate or screen small‑molecule compounds
    • Designing highly selective compounds that bind strongly to the target protein while avoiding toxicity‑inducing interactions with related proteins
    • Predicting and optimizing biopharmaceutical properties such as solubility and membrane permeability

Our research, technologies, and pharmaceutical expertise have each played an important role in bringing seven drugs into clinical trials. We designed three of these drugs independently; the other four were discovered under a multi‑target collaboration and licensing agreement with Relay Therapeutics (NASDAQ: RLAY), a separate company of which D. E. Shaw Research was a co‑founder.

Our first independently developed drug, DES‑7114, is an orally administered medication that inhibits the ion channel protein Kv1.3 in a highly selective manner. Our preclinical studies demonstrated the efficacy of this first‑in‑class therapeutic in models of several chronic inflammatory and autoimmune diseases, including ulcerative colitis, Crohn’s disease and atopic dermatitis, and we completed a Phase 1 clinical trial in healthy human volunteers in early 2022. In mid‑2022, we entered into an exclusive global license agreement with Eli Lilly for further clinical development and commercialization of our program of Kv1.3‑targeted therapeutics, including DES‑7114. The two other clinical‑stage drugs we’ve so far developed independently, DES‑9384 and DES‑7987, entered Phase 1 clinical trials in 2023 and 2025, respectively. Both drugs target ion channels involved in respiratory and inflammatory diseases: DES‑9384 inhibits TRPA1 (a protein involved in such conditions as chronic cough and rheumatoid arthritis, as well as various types of pain including arthritic pain, diabetic neuropathy, and chronic lower back pain), while DES‑7987 inhibits KCa3.1 (which is implicated in asthma, ischemic stroke, and lung fibrosis, among other diseases).

The four drugs on which D. E. Shaw Research collaborated with Relay Therapeutics are all designed for the treatment of cancer. RLY‑4008 targets the receptor tyrosine kinase FGFR2, which is frequently altered in certain malignancies; RLY‑2608 is designed to be the first allosteric, pan‑mutant (H1047X, E542X and E545X) and isoform‑selective PI3Kα inhibitor; RLY‑5836 is a chemically distinct, pan‑mutant and selective PI3Kα inhibitor; and GDC‑1971 (formerly RLY‑1971) is designed to bind and stabilize the protein tyrosine phosphatase SHP2 in its inactive conformation. (To learn more about Relay, click here.)

D. E. Shaw Research welcomes the opportunity to collaborate with other pharmaceutical and biotech companies on the discovery and development of novel therapeutics.