Protein AI field guideArticle 5 of 7
One Target, Three Development Strategies
PCSK9 can be blocked in circulation or reduced at its source. Antibodies, siRNA, and macrocyclic peptides illustrate how one biological objective becomes three different programs, each with its own delivery and evidence requirements.
- Evidence type
- Published-study walkthrough
- Published
- August 2026
Start with the intervention, not a favorite model
Choosing a target does not yet choose a product. A team pursuing PCSK9 can intercept the circulating protein or reduce its production in the liver. That choice changes what must be designed, where it must go, and which experiment will show that the route is working.
We use three historical published examples to examine that choice. The comparison concerns biological action, delivery, and the next development decision. It does not imply that Crane carried out these studies or offers an end-to-end service for every modality.
One pathway, three intervention layers
One biological objective. Three places to intervene.
Follow PCSK9 from hepatic production into circulation and the LDLR interface. Each intervention layer changes what the team must design, deliver, and prove.
Biological pathway
Select an intervention layer
Shared biological objective
Preserve hepatic LDL receptor recycling
Selected layer · Circulation
Intercept the circulating protein
Molecular route
PCSK9-binding antibody
Intervention layer
Extracellular circulating protein
- Design question
- Which epitope and paratope geometry can block the PCSK9-LDLR interaction with sufficient affinity and specificity?
- Measured anchor
- PDB 3H42 resolves PCSK9 bound to an LDLR-competitive antibody Fab.
- Development question
- Can the molecule combine durable target coverage with acceptable injection, exposure, immunogenicity, and manufacturing properties?
- Evidence boundary
- A complex structure locates the binding mechanism. It does not establish clinical effect, dose, durability, or manufacturability.
The same target becomes three different development programs
The PCSK9-antibody structure in PDB 3H42 shows one extracellular blocking mechanism. The ORION-10 and ORION-11 trials measured a different route: GalNAc-conjugated siRNA delivered to the liver to reduce PCSK9 synthesis. The phase 2b MK-0616 study measured yet another: an oral macrocyclic peptide that inhibits PCSK9.
These sources illustrate distinct routes. They are not a head-to-head efficacy comparison or a review of the current treatment landscape. They are also different design tasks. An antibody campaign must resolve epitope, paratope, specificity, expression, and developability. An siRNA campaign depends on sequence, off-target risk, intracellular persistence, and tissue delivery. A macrocycle must solve binding geometry together with chemical stability, permeability, and oral exposure.
| Route | Published example | Development question |
|---|---|---|
| Antibody | An extracellular blocking mechanism illustrated by PDB 3H42. | Can the chosen format achieve the required engagement, exposure and specificity? |
| Liver-directed siRNA | Reduced PCSK9 synthesis investigated in ORION-10 and ORION-11. | Can delivery and duration of silencing meet the intended product profile? |
| Oral macrocyclic peptide | PCSK9 inhibition examined in the 2023 MK-0616 phase 2b trial. | Can binding and chemical properties support adequate oral exposure? |
Where Crane's protein and peptide work fits
A broad model catalogue cannot resolve the route decision. A team first needs a credible account of how the molecule will reach its site of action and produce the intended effect. The route comparison above makes those assumptions explicit before a design campaign scales.
Crane's contribution here is protein and peptide design: assessing interfaces and formats, comparing structural hypotheses, and selecting candidates for experimental evaluation. A route that depends on RNA delivery or another chemistry needs the corresponding specialist expertise and evidence. Representing that chemistry in a model does not establish a validated development workflow.
For a binding program, the next decisions are the target's relevant state and the surface that supports the mechanism. For an enzyme program, the starting point is the chemistry the protein must support. These are different briefs, even when they draw on some of the same models.
A modality brief should answer five questions
01 · Intervention
Where can the biology be changed?
Name the tissue, compartment, molecular event, and direction of effect before selecting a molecule.
02 · Exposure
What must reach that layer?
Define delivery route, concentration, duration, reversibility, and the cells or compartments that must be avoided.
03 · Design
What molecular properties carry the mechanism?
Translate the intervention into an epitope, sequence, conformation, chemistry, or combination of constraints.
04 · Evidence
What result would validate the route?
Use route-specific assays for binding, silencing, uptake, exposure, function, and safety instead of one shared proxy.
05 · Development
What can still stop the program?
Surface manufacturing, stability, immunogenicity, off-target, formulation, and commercial risks before optimization consumes the budget.
Choose the route before scaling the search
Bring the biological objective and the constraints on delivery, duration, and product format. We can assess where protein design contributes and scope the evidence needed to choose a route.
Part 5 of 7
Protein AI field guide
Protein AI in practice: a seven-part field guide
Seven connected decisions, illustrated by different molecular systems and published studies. Frame the problem and choose a route, specify the physical constraints, then decide what evidence earns the next experiment.
Start with the decision in front of you. After choosing a state, follow the binding-site or catalytic-chemistry example that fits your application. Article numbers follow publication order.
- 01
Frame the problem
Available now
Map the Molecular System
Before models run, map the constructs, partners, ligands, stoichiometry, and interfaces that carry the biology.
- 05
Current story5 of 7
One Target, Three Development Strategies
Proteins, peptides, nucleic acids, and small molecules offer different routes to the same goal.
- 02
Specify the design
Available now
The Target Changes Shape
Compare measured target states before choosing a structural reference.
- 03
Available now
Choose the Site Before the Binder
For binding programs: connect the chosen surface to the intended biological effect.
- 04
Available now
Design the Chemistry Before the Scaffold
For enzyme programs: distinguish a catalytic geometry from measured activity.
- 06
Decide what advances
Available now
When a Binder Earns the Next Experiment
Separate measured binding, solution behavior, and structural agreement from open development questions.
- 07
Learn from measurement
Available now
The Next Round Starts with the Assay
Build, test, learn, and feed experimental results into the next design round.