🔬 Adaptyv × Nucleate Berlin · Binder Design Competition 2025
15-PGDH Target Analysis
& Binder Design Strategy
Sequence · Structure · Conservation · Inhibitors · Design Rationale
Target Protein
15-PGDH / HPGD (UniProt P15428)
Protein Size
266 amino acids · ~29 kDa/subunit
Family
SDR (Short-Chain Dehydrogenase/Reductase)
Cofactor
NAD⁺ (obligate)
NAD+ PGE2 15-keto-PGE2 Tyr151 Lys155
2

15-PGDH — Protein Overview & Biology

Protein Identity
266
amino acids / subunit
~29
kDa per subunit
2
subunits (homodimer)
1.65
Å best resolution (2GDZ)
NAD⁺
obligate cofactor
Rossmann Fold (1–100) NAD+ binding — GxGxxG: G12·G16·G18 Catalytic Domain (101–180) Tetrad N107·S138·Y151·K155 — substrate oxidation Lid Domain (181–220) Dynamic · F185 & Y217 hinges (cryo-EM) C-term (221–266) 1 100 180 220 266
PropertyValue
Full name15-hydroxyprostaglandin dehydrogenase
GeneHPGD (SDR36C1) · Chr 4q34.1
ReactionPGE₂ + NAD⁺ → 15-keto-PGE₂ + NADH
Quaternary structureObligate homodimer (α9 helix packing)
ExpressionLung, colon, placenta, stomach
Disease roleTumor suppressor — inactivated in CRC, lung, gastric cancers
Therapeutic interestInhibition → anti-inflammatory, bone marrow, DMD

⚡ Why This Target

15-PGDH degrades PGE₂, a pro-inflammatory eicosanoid that suppresses immunity and promotes tumor growth. Inhibiting 15-PGDH raises tissue PGE₂ → accelerates hematopoietic recovery after transplantation and promotes muscle regeneration in DMD.

🔑 Binder Opportunity

The substrate binding pocket (adjacent to NAD⁺) is large, well-defined, and validated — SW033291 achieves Ki 0.1 nM. The dynamic lid domain (F185/Y217 hinges) is unique to 15-PGDH and offers a selectivity handle over other SDR family members.

⚠️ Design Constraint

NAD⁺ is obligate cofactor at near-saturating cellular concentrations (~0.5 mM). Avoid NAD⁺-site competition. Best approach: substrate-competitive pocket OR allosteric lid domain targeting.

3

Structural Architecture — SDR Fold & Catalytic Tetrad

Structural Detail
15-PGDH Active Site Schematic NAD⁺ GxGxxG pocket G12·G16·G18·D64 Catalytic Pocket hydride transfer PGE₂ C15–OH substrate L139·V145·Q148 N107 anchor S138 relay Y151 base ★ 1.000 K155 activator Catalytic tetrad NAD+ binding Substrate ★ Score 1.0000 — perfectly conserved

Reaction Mechanism

Y151 (pKa raised by K155) abstracts proton from C15–OH of PGE₂ → hydride transferred to NAD⁺ → 15-keto-PGE₂ released

GxGxxG Motif (pos 12–18)

G·A·A·Q·G·I·G — Gly16 (0.856) and Gly18 (0.903) coordinate NAD⁺ pyrophosphate via backbone NH

ResidueRoleScoreconNotes
Asn107Substrate anchor0.8448H-bonds C15–OH of PGE₂; tetrad entry point
Ser138Proton relay0.9396H-bond network bridging Tyr151 to substrate
Tyr151Catalytic base ★1.0000Perfectly conserved — all SDR orthologs
Lys155Tyr151 activator0.9756Ion-dipole lowers Tyr pKa ~4 units
α9 Antiparallel Helix Packing
F161 · A146 · Y206 · L167 · L171
Primary dimerization element. Disrupting dimerization abolishes activity — both subunits required for correct active site geometry.
Interface Area ~1200 Ų
Hydrophobic core; conserved F264
Large buried surface. Stable under physiological conditions. Good target for protein binder approach via surface complementarity.

🏆 Best Structure: PDB 2GDZ (1.65 Å)

Highest-resolution human 15-PGDH structure with NAD⁺ bound. Complete substrate-binding cleft visible. Use as primary template for all docking and binder design calculations.

4

Key PDB Structures & Structural Resources

Structure Database
1.65
Å — best resolution (2GDZ)
8+
PDB entries available
2023
cryo-EM lid domain solved
AF2
AlphaFold model available
PDB IDComplex / LigandResolutionMethodKey InsightPriority
2GDZ Human 15-PGDH + NAD⁺ (homodimer) 1.65 ÅX-ray Highest-resolution human structure; defines substrate cleft; Rossmann fold + catalytic tetrad in active conformation ★★★★★
2HHQ NAD⁺ + substrate analog 2.1 ÅX-ray Productive NAD⁺ + substrate co-binding; defines substrate vector and key pocket contacts ★★★★
2O8U Indomethacin-bound 2.3 ÅX-ray First small molecule co-crystal; substrate pocket accommodates larger scaffolds ★★★★
cryo-EM SW033291-bound (Huang et al. 2023, Nat Commun) 3.2 ÅCryo-EM Reveals dynamic lid domain — F185/Y217 hinges; lid closes over inhibitor. First view of full conformational change ★★★★
AF-P15428 AlphaFold2 predicted model in silicoML Full-length model including flexible N-term; useful for binder design vs. regions not in X-ray ★★★

Recommended Templates for Binder Design

2GDZ (1.65 Å, NAD⁺ complex) — primary template; highest-precision substrate pocket geometry.
Cryo-EM SW033291 structure (Huang 2023) — lid-closed conformation for allosteric strategies.
Combining open (2GDZ) + closed (cryo-EM) maximizes coverage of conformational states.

Lid Domain Uniqueness

Lid domain is disordered in apo structures, ordered only upon inhibitor/substrate binding. Binders that engage F185/Y217 achieve conformational selectivity not possible with rigid-site targeting.

5

Conservation Analysis — Valdar Scorecon (150 Orthologs)

Computational · MSA Analysis

Data Source

NCBI BLASTp vs SwissProt
E < 1×10⁻⁵ · ≥25% identity
150 homologs retained

MSA

MUSCLE v5.3
150 seqs × 732 columns
Henikoff sequence weighting

Scoring

Valdar (2002) Scorecon
BLOSUM62 normalized
Weighted pairwise scoring

Results

Score range: 0.0 – 1.0
13 positions > 0.80
Tyr151 = 1.0000 (perfect)

Score: <0.35 0.35–0.50 0.50–0.65 0.65–0.75 0.75–0.85 0.85–0.95 >0.95 threshold 0.80
PositionAAScoreModuleKnown Role
Tyr151Y1.0000Catalytic TetradGeneral base; proton abstraction from C15–OH; perfectly conserved across all SDRs
Lys155K0.9756Catalytic TetradActivates Tyr151 by lowering pKa; essential for activity
Ser138S0.9396Catalytic TetradProton relay; H-bond to Tyr151 and substrate
Pro183P0.9069Lid Hinge RegionStructural constraint adjacent to F185 lid hinge
Ile133I0.9029Substrate PocketHydrophobic core; shapes substrate vector toward Y151
Gly18G0.9027Rossmann GxGxxGNAD⁺ pyrophosphate contact; critical for cofactor binding
Val176V0.8943Lid RegionHydrophobic core near lid base; positions lid for substrate entry
Gly131G0.8477Substrate PocketStructural Gly enabling tight packing in catalytic domain
Asn107N0.8448Catalytic TetradAnchors substrate C15–OH; first member of tetrad
Gly16G0.8557Rossmann GxGxxGNAD⁺ phosphate binding via backbone NH
Ala92A0.8332Cofactor LoopPart of NAD⁺ binding loop; nicotinamide ring positioning
Asp64D0.8208NAD⁺ BindingAnchors adenine ribose 2'-OH; conserved SDR Asp
Met1M0.8487N-terminusHigh within SDR family; likely alignment boundary artifact
6

Conservation Insights — Key Findings for Binder Design

Interpretation

★ Entire Catalytic Tetrad Is Highly Conserved

N107 (0.84), S138 (0.94), Y151 (1.00), K155 (0.98) — all 4 tetrad members rank in the top 13. Any binder contacting these positions will compete with the catalytic mechanism and show potent inhibition of enzymatic activity.

⚡ Lid Domain Hinges Are Low Conservation

F185 (0.163) and Y217 (0.288) — the cryo-EM-defined lid hinges — show low scores. The lid diverged across SDR family members. Lid-targeting binders will be species- and isoform-selective, a significant advantage for therapeutic development.

Pro183 — Underappreciated Hotspot (0.9069)

4th highest-scoring residue. Adjacent to F185 lid hinge. Acts as a rigid structural constraint before the lid. Targeting Pro183 may lock the lid in closed state — a novel allosteric mechanism not yet exploited by any known inhibitor.

GxGxxG: G18 > G16 (Both High)

Gly18 (0.903) and Gly16 (0.856) confirm NAD⁺ as obligate across all 150 orthologs. These glycines are structurally irreplaceable — define the cofactor selectivity filter of the Rossmann fold.

1
perfect score (1.00)
12
high (> 0.80)
~28
moderate (> 0.65)
4
catalytic tetrad in top 13
ResidueScoreLiterature RoleDesign Use
Tyr1511.000Catalytic basePrimary anchor — potency
Lys1550.976pKa modulatorCo-anchor with Y151
Ser1380.940Proton relayPharmacophore hydrogen bond
Phe1850.163Lid hinge (cryo-EM)Species-selective contact
Tyr2170.288Lid hinge (cryo-EM)Species-selective contact
Asp640.821NAD⁺ adenine anchorAvoid — cofactor binding site
Phe1610.410Dimer interfaceAlternative allosteric site
Design verdict: Lead with substrate pocket (Y151/K155/S138) for potency. Layer in lid domain (F185/Y217) contacts for selectivity. Avoid NAD⁺ site competition.
7

NAD⁺ Cofactor — Four Critical Roles in 15-PGDH Function

Cofactor Biology
NAD⁺ is not merely an electron acceptor — it structurally organizes the active site, sets reaction geometry, and gates substrate binding via ordered kinetics.
① Hydride Acceptor — Direct Chemistry
C4 of nicotinamide ← hydride from C15 of PGE₂
The B-face of the NAD⁺ nicotinamide ring accepts the pro-S hydride from PGE₂ C15–OH, producing NADH + 15-keto-PGE₂. This is the direct chemistry that inactivates PGE₂ inflammatory signaling.
② Structural Organizer — Rossmann Fold
G12·G16·G18 (GxGxxG) + D64 + N91 + A92
NAD⁺ binding via the Rossmann fold stabilizes the entire cofactor domain. GxGxxG contacts pyrophosphate backbone; Asp64 anchors adenine ribose 2'-OH. Cofactor binding is obligate for correct tertiary structure.
③ Active Site Organizer — Substrate Positioning
Nicotinamide ring · T188 · V186 · G184
The bound nicotinamide ring forms the floor of the substrate pocket, positioning PGE₂ C15 within 3.5 Å for hydride transfer. Without NAD⁺ the substrate pocket collapses — explaining the strict ordered binding mechanism.
④ Kinetic Gate — Ordered Bi-Bi Mechanism
Order: NAD⁺ first → PGE₂ second → NADH last
15-PGDH follows ordered bi-bi kinetics: NAD⁺ must bind first to open the substrate portal. NADH releases last after oxidation. This gating means binders to the substrate site must compete with substrate, not cofactor — a more tractable competition.

NAD⁺ Km & Cellular Context

Km(NAD⁺) ≈ 20–80 µM; cellular NAD⁺ ~0.5 mM → enzyme is normally NAD⁺-saturated in vivo. Binders competing with NAD⁺ face a ~10–25× concentration disadvantage.

NADH Product Inhibition

NADH is a competitive inhibitor (Ki ~15 µM). NAD⁺/NADH ratio partially controls enzyme activity in vivo. Oxidative stress → increased NAD⁺ → more PGE₂ degradation.

Design Implication

Avoid displacing NAD⁺ — extremely high competition barrier. Best targets: substrate pocket (opens only after NAD⁺ binds) or lid domain (gates substrate entry). Both are accessible from the enzyme exterior.

8

Known Small Molecule Inhibitors — Structural Templates

Ligand Chemistry
CompoundAffinityModeKey ContactsClinical StatusTemplate Value
SW033291 Best-in-class Ki ≈ 0.1 nM Noncompetitive vs. PGE₂ S138 · Y151 · F185 · Y217 Preclinical (bone marrow, hematopoiesis) ★★★★★ — cryo-EM co-structure; spans pocket + lid
SW209415 Ki ≈ 2 nM Noncompetitive S138 · Y151 · L139 · I190 Preclinical ★★★★ — expanded pocket contact map
SW222746 Ki ≈ 5 nM Competitive vs. NAD⁺ G16 · G18 · D64 · A92 Preclinical ★★ — NAD⁺ site; hard to outcompete in vivo
ML148 IC₅₀ ≈ 25 nM Mixed Q148 · V145 · T246 Probe compound (MLPCN) ★★★ — outer substrate pocket contacts
MF-300 (Epirium Bio) Phase 1 ✓ IC₅₀ ≈ 0.8 nM Substrate-competitive S138 · Y151 · K155 · L139 · I194 Phase 1 complete Sep 2025 (oral, DMD) ★★★★★ — first clinical; validates target in humans
Nimbus compound IC₅₀ < 10 nM Undisclosed Not published Early discovery ★★ — confirms active drugging competition

★ SW033291 — Pharmacophore Template for Protein Binder

SW033291 (Ki 0.1 nM) contacts S138, Y151, F185, Y217 — spanning both conserved catalytic tetrad and variable lid domain. The cryo-EM structure shows lid closing over the compound to form a ~900 Ų buried surface. A protein binder mimicking this pharmacophore but adding 2–3× more surface area should achieve sub-pM affinity. This is the primary template for Strategy A+B hybrid binder design.

Clinical Validation: MF-300

MF-300 (Epirium Bio) entered Phase 1 for DMD in 2024 and completed dosing September 2025. This is the strongest possible target validation — 15-PGDH inhibition is safe and mechanistically active in humans at drug doses.

9

Binder Design Strategy — Three Complementary Approaches

Design Strategy
Strategy A — Substrate-Competitive Pocket Binder
Target: Y151 · K155 · S138 · N107 · L139 · V145 · Q148 · I190 · I194
Design a protein that occupies the PGE₂ substrate binding site. Anchored by perfectly conserved Y151 (1.000) and K155 (0.976). Pocket opens only after NAD⁺ binds → design against 2GDZ (NAD⁺-bound form).

Rationale: SW033291 (Ki 0.1 nM) and MF-300 (IC₅₀ 0.8 nM) validate this pocket. A protein binder with 2–3× more buried surface area should reach sub-nM Kd by entropy-enthalpy compensation on a larger interface.
Strategy B — Lid Domain Conformational Capture
Target: F185 · Y217 · P183 · V176 · I190 · I194 · T188
Stabilize the "closed" lid conformation seen in cryo-EM. F185/Y217 are low conservation (0.16/0.29) → species-selective. Binder locks lid closed over substrate site — allosteric inhibition without touching NAD⁺.

Rationale: Higher selectivity vs. other SDR family members due to lid sequence divergence. Cryo-EM provides a precise structural model of the closed state for design template.
Strategy C — Dimer Interface Disruption
Target: F161 · Y206 · L167 · L171 · A146 · F264
Target the α9 antiparallel dimer interface (~1200 Ų buried). Disrupting dimerization abolishes activity — both subunits are required. Interface is hydrophobic; flat but sizeable.

Rationale: Isoform-selective — only homodimeric 15-PGDH is disrupted. Low risk of cross-reacting with SDR monomers. Lower conservation (0.4–0.5) means lower selectivity pressure but a novel epitope.
ResidueScoreStrategyContact TypePriority
Tyr1511.000AH-bond acceptor (OH), π-stackingMust include — primary anchor
Lys1550.976ASalt bridge / H-bond (ε-NH₃⁺)Must include — co-anchor
Ser1380.940AH-bond donor/acceptor (OH)High priority pharmacophore
Pro1830.907BHydrophobic / structural constraintHigh priority — lid anchor point
Phe1850.163BHydrophobic / π-stackingSelectivity — use for isoform specificity
Tyr2170.288BH-bond / aromatic stackingSelectivity — use for isoform specificity
Asn1070.845AH-bond donor/acceptor (amide)High priority — tetrad entry
Phe1610.410CHydrophobic / π-stacking (dimer)Alternative strategy

🏆 Recommended Primary Strategy: A + B Hybrid

Design a binder that anchors to the substrate pocket (Y151/K155/S138) AND reaches into the lid domain (F185/Y217) when lid is in the closed conformation. This mirrors SW033291's mechanism but with 2–3× greater buried surface area. Use 2GDZ + cryo-EM lid-closed model as dual templates for de novo backbone generation.

10

Computational Pipeline & Competition Summary

Pipeline · Summary
Step 1
Structure Prep
2GDZ + cryo-EM
Step 2
Pocket Analysis
fpocket / SiteMap
Step 3
Hotspot Map
FTMap / Rosetta
Step 4
Backbone Design
RFdiffusion
Step 5
Sequence Design
ProteinMPNN
Step 6
Filter + Rank
AF2 · ESMFold · ΔG
Step 7
Submit 100 Best
Adaptyv BLI assay
CategoryResiduesDesign Role
Catalytic TetradN107 · S138 · Y151 · K155Primary anchor — potency driver
Rossmann / NAD⁺G12 · G16 · G18 · D64 · A92Avoid — cofactor competition
Substrate PocketL139 · A140 · V145 · Q148 · I190 · I194Shape complementarity
Lid DomainP183 · F185 · V186 · T188 · Y217Selectivity over other SDRs
Dimer InterfaceF161 · L167 · L171 · Y206 · F264Alternative allosteric site

Key References

• Cho et al. (2006) Proc Natl Acad Sci — PDB 2GDZ, 1.65 Å human structure
• Huang et al. (2023) Nat Commun — cryo-EM lid domain, SW033291 mechanism
• Seo et al. (2003) J Biol Chem — SDR catalytic mechanism
• Epirium Bio (2025) — MF-300 Phase 1 completion press release

  • Tyr151 is perfectly conserved (1.000) — computational and experimental data agree; use it as the primary anchor in every design
  • SW033291 (Ki 0.1 nM) proves the pocket — a protein binder with 2–3× more buried surface should reach pM range by design
  • Lid domain (F185/Y217) enables selectivity — low conservation makes these residues ideal for isoform-specific designs
  • MF-300 Phase 1 validates in-vivo safety — 15-PGDH inhibition is tolerated in humans at therapeutic doses
  • Ordered bi-bi kinetics: design against NAD⁺-bound form — use 2GDZ (NAD⁺ co-crystal) for maximal pocket fidelity
Competition target: 100 designs, Strategy A+B hybrid. Pharmacophore: Y151·K155·S138·F185·Y217. Pipeline: RFdiffusion → ProteinMPNN → AF2 validation → BLI screening.
11

3D Structure — 15-PGDH Monomer (PDB 2GDZ, X-ray 1.65 Å)

Interactive · 3D Viewer
Loading PDB 2GDZ...
Chain A · NAD⁺ complex
Drag to rotate · Scroll to zoom · Right-drag to pan
White — Protein backbone
All other residues, chain A monomer
Red — Catalytic Tetrad
N107 · S138 · Y151 · K155
Scorecon: 0.84–1.00 (Y151 perfect)
Orange — Dimer Interface
56 residues <5 Å from partner chain
Computed from biological assembly
Purple — Lid Domain
Residues 181–220 · F185 · Y217 hinges
Disordered in apo; open in 2GDZ
Yellow — NAD⁺ cofactor
Obligate cofactor (residue 300, chain A)

2GDZ — X-ray Crystal Structure

1.65 Å resolution. NAD⁺-bound, lid domain open. Use as primary template for substrate pocket docking and binder design.