design_id string | vina_kcal_mol float64 | ligand_efficiency float64 | smiles string | mw float64 | clogp float64 | tpsa float64 | hbd int64 | hba int64 | rotatable_bonds int64 | heavy_atoms int64 | rings int64 | aromatic_rings int64 | fsp3 float64 | qed float64 | lipinski_violations int64 | cation_pi_lys183_A float64 | cation_pi_lys276_A float64 | cation_pi_lys173_A float64 | murcko_scaffold string | contact_residues string | structure_file string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
68_RPIA_II260830000115580722610a | -8.9 | 0.419 | COc1ccc(CC(C)c2ccc3cc(C)c(N4CCNC4=O)c(C)c3c2)cc1 | 388.51 | 5.34 | 41.57 | 1 | 2 | 5 | 29 | 4 | 3 | 0.32 | 0.641 | 1 | 5.57 | 6.47 | 12.42 | O=C1NCCN1c1ccc2ccc(CCc3ccccc3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580722610a_complex.pdb |
68_RPIA_II260830000115580724122a | -8.4 | 0.395 | Cc1cc2ccc([NH2+]C3CCC(CC(N)=[NH2+])CC3)cc2c(C)c1N1CCNC1=O | 395.55 | 1.25 | 100.56 | 4 | 1 | 5 | 29 | 4 | 2 | 0.478 | 0.348 | 0 | 5.36 | 6.43 | 12.42 | O=C1NCCN1c1ccc2ccc([NH2+]C3CCCCC3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580724122a_complex.pdb |
68_RPIA_II260830000115580727374a | -8.3 | 0.436 | Cc1cc2ccc(C(C)CC=CC(C)C)cc2c(C)c1N1CCNC1=O | 350.51 | 5.69 | 32.34 | 1 | 1 | 5 | 26 | 3 | 2 | 0.435 | 0.69 | 1 | 5.38 | 6.55 | 12.47 | O=C1NCCN1c1ccc2ccccc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580727374a_complex.pdb |
68_RPIA_II260830000115580792556a | -8.3 | 0.391 | Cc1cc2ccc(CC[NH2+]Cc3ccc(N)cc3)cc2c(C)c1N1CCNC1=O | 389.52 | 2.87 | 74.97 | 3 | 2 | 6 | 29 | 4 | 3 | 0.292 | 0.448 | 0 | 5.43 | 6.77 | 12.27 | O=C1NCCN1c1ccc2ccc(CC[NH2+]Cc3ccccc3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580792556a_complex.pdb |
68_RPIA_II260830000115580720018a | -8.2 | 0.386 | Cc1cc2ccc(CC3Cc4ccnc(Cl)c4C3)cc2c(C)c1N1CCNC1=O | 405.93 | 4.99 | 45.23 | 1 | 2 | 3 | 29 | 5 | 3 | 0.333 | 0.624 | 0 | 5.29 | 6.28 | 12.51 | O=C1NCCN1c1ccc2ccc(CC3Cc4ccncc4C3)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580720018a_complex.pdb |
68_RPIA_II260830000115580730755a | -8.2 | 0.415 | COc1c[nH]c(-c2ccc3cc(C)c(N4CCNC4=O)c(C)c3c2)cc1=O | 363.42 | 3.35 | 74.43 | 2 | 3 | 3 | 27 | 4 | 3 | 0.238 | 0.749 | 0 | 5.69 | 4.95 | 12.46 | O=C1NCCN1c1ccc2ccc(-c3cc(=O)cc[nH]3)cc2c1 | LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580730755a_complex.pdb |
68_RPIA_II2608300001155807109085a | -8.1 | 0.381 | Cc1cc2ccc(-c3ccc(NCC(N)=O)nc3)cc2c(C)c1N1CCNC1=O | 389.46 | 2.95 | 100.35 | 3 | 4 | 5 | 29 | 4 | 3 | 0.227 | 0.624 | 0 | 5.61 | 6.74 | 12.47 | O=C1NCCN1c1ccc2ccc(-c3cccnc3)cc2c1 | THR180; LYS183; ILE184; GLY187; TYR188; ASN272; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II2608300001155807109085a_complex.pdb |
68_RPIA_II260830000115580715263a | -8.1 | 0.381 | Cc1cc2ccc(NCC(C)c3cccc(Br)c3)cc2c(C)c1N1CCNC1=O | 452.4 | 5.96 | 44.37 | 2 | 2 | 5 | 29 | 4 | 3 | 0.292 | 0.502 | 1 | 5.35 | 6.43 | 12.53 | O=C1NCCN1c1ccc2ccc(NCCc3ccccc3)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580715263a_complex.pdb |
68_RPIA_II260830000115580750598a | -8.1 | 0.381 | Cc1cc2ccc(NCC(=O)NN=C3CCCC3)cc2c(C)c1N1CCNC1=O | 393.49 | 3.44 | 85.83 | 3 | 4 | 5 | 29 | 4 | 2 | 0.409 | 0.68 | 0 | 5.35 | 6.55 | 12.52 | O=C(CNc1ccc2ccc(N3CCNC3=O)cc2c1)NN=C1CCCC1 | THR180; LYS183; ILE184; ASN253; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580750598a_complex.pdb |
68_RPIA_II260830000115580792799a | -8.1 | 0.395 | C#CCCC(=O)NCCOc1ccc2cc(C)c(N3CCNC3=O)c(C)c2c1 | 379.46 | 2.89 | 70.67 | 2 | 3 | 7 | 28 | 3 | 2 | 0.364 | 0.574 | 0 | 5.35 | 6.5 | 12.47 | O=C1NCCN1c1ccc2ccccc2c1 | THR180; LYS183; ILE184; ILE218; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580792799a_complex.pdb |
68_RPIA_II260830000115580797625a | -8.1 | 0.381 | Cc1cc2ccc(NC(=O)NCCn3cccc3)cc2c(C)c1N1CCNC1=O | 391.48 | 3.61 | 78.4 | 3 | 2 | 5 | 29 | 4 | 3 | 0.273 | 0.621 | 0 | 5.34 | 5.71 | 12.64 | O=C(NCCn1cccc1)Nc1ccc2ccc(N3CCNC3=O)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL281; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580797625a_complex.pdb |
68_RPIA_II2608300001155807118803a | -8 | 0.39 | Cc1cc2ccc(C(C)C3CCC(C)CC3O)cc2c(C)c1N1CCNC1=O | 380.53 | 4.89 | 52.57 | 2 | 2 | 3 | 28 | 4 | 2 | 0.542 | 0.797 | 0 | 5.3 | 6.35 | 12.61 | O=C1NCCN1c1ccc2ccc(CC3CCCCC3)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II2608300001155807118803a_complex.pdb |
68_RPIA_II260830000115580713299a | -8 | 0.39 | CC[NH2+]C1CCC(Cc2ccc3cc(C)c(N4CCNC4=O)c(C)c3c2)CC1 | 380.56 | 3.67 | 48.95 | 2 | 1 | 5 | 28 | 4 | 2 | 0.542 | 0.817 | 0 | 5.44 | 6.1 | 12.73 | O=C1NCCN1c1ccc2ccc(CC3CCCCC3)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580713299a_complex.pdb |
68_RPIA_II2608300001155807133014a | -8 | 0.377 | Cc1cc2ccc(-c3ccc(C[NH+](C)C)nc3C)cc2c(C)c1N1CCNC1=O | 389.52 | 3 | 49.67 | 2 | 2 | 4 | 29 | 4 | 3 | 0.333 | 0.721 | 0 | 5.55 | 4.82 | 12.29 | O=C1NCCN1c1ccc2ccc(-c3cccnc3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II2608300001155807133014a_complex.pdb |
68_RPIA_II2608300001155807137755a | -8 | 0.404 | Cc1cc2ccc(CCCC3(C)CC3CO)cc2c(C)c1N1CCNC1=O | 366.51 | 4.33 | 52.57 | 2 | 2 | 6 | 27 | 4 | 2 | 0.522 | 0.8 | 0 | 5.39 | 6.5 | 12.39 | O=C1NCCN1c1ccc2ccc(CCCC3CC3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II2608300001155807137755a_complex.pdb |
68_RPIA_II260830000115580738965a | -8 | 0.377 | Cc1cc2ccc(OCc3ccc4[nH]nnc4c3)cc2c(C)c1N1CCNC1=O | 387.44 | 3.84 | 83.14 | 2 | 4 | 4 | 29 | 5 | 4 | 0.227 | 0.557 | 0 | 5.43 | 5.68 | 12.65 | O=C1NCCN1c1ccc2ccc(OCc3ccc4[nH]nnc4c3)cc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580738965a_complex.pdb |
68_RPIA_II260830000115580745135a | -8 | 0.42 | CCCC#CCCCc1ccc2cc(C)c(N3CCNC3=O)c(C)c2c1 | 348.49 | 5.11 | 32.34 | 1 | 1 | 5 | 26 | 3 | 2 | 0.435 | 0.591 | 1 | 5.34 | 6.2 | 12.66 | O=C1NCCN1c1ccc2ccccc2c1 | THR180; LYS183; ILE184; ASN272; LYS276; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580745135a_complex.pdb |
68_RPIA_II260830000115580749275a | -8 | 0.39 | Cc1cc2ccc(C(=O)NC3CCC([NH3+])CC3)cc2c(C)c1N1CCNC1=O | 381.5 | 2.27 | 89.08 | 3 | 2 | 3 | 28 | 4 | 2 | 0.455 | 0.761 | 0 | 5.69 | 7.25 | 12.34 | O=C(NC1CCCCC1)c1ccc2ccc(N3CCNC3=O)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580749275a_complex.pdb |
68_RPIA_II260830000115580751159a | -8 | 0.39 | Cc1cc2ccc(CCc3cccc(=O)n3[O-])cc2c(C)c1N1CCNC1=O | 376.44 | 3.28 | 77.4 | 1 | 3 | 4 | 28 | 4 | 3 | 0.273 | 0.759 | 0 | 5.38 | 5.31 | 12.48 | O=C1NCCN1c1ccc2ccc(CCc3cccc(=O)[nH]3)cc2c1 | LYS183; ILE184; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580751159a_complex.pdb |
68_RPIA_II260830000115580760285a | -8 | 0.39 | Cc1cc2ccc(CCCCC3(C)OCCO3)cc2c(C)c1N1CCNC1=O | 382.5 | 4.46 | 50.8 | 1 | 3 | 6 | 28 | 4 | 2 | 0.522 | 0.751 | 0 | 5.52 | 6.79 | 12.42 | O=C1NCCN1c1ccc2ccc(CCCCC3OCCO3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580760285a_complex.pdb |
68_RPIA_II260830000115580776658a | -8 | 0.377 | Cc1cc(CCCc2ccc3cc(C)c(N4CCNC4=O)c(C)c3c2)ccc1F | 390.5 | 5.61 | 32.34 | 1 | 1 | 5 | 29 | 4 | 3 | 0.32 | 0.603 | 1 | 5.37 | 6.63 | 12.38 | O=C1NCCN1c1ccc2ccc(CCCc3ccccc3)cc2c1 | THR180; LYS183; ILE184; GLY187; ASN253; ASN272; LYS276; VAL282; ASP283; LEU286; PHE287; ILE288; MET290 | structures/68_RPIA_II260830000115580776658a_complex.pdb |
RPIA Inhibitor Designs — Technetium GA-II
21 de novo small-molecule designs against RPIA (ribose-5-phosphate isomerase A), a first-in-class longevity target, each docked into a rigid AlphaFold receptor and supplied as a full protein–ligand complex.
Produced by an end-to-end agentic pipeline: Biomni performed target discovery, novelty
filtering, safety profiling and pocket analysis; the Technetium TC-43.ai engine (GA-II)
performed pocket-conditioned, scaffold-constrained generative design and docking.
| Target | RPIA — ribose-5-phosphate isomerase A |
| UniProt | P49247 · EC 5.3.1.6 |
| Designs | 21 |
| Vina | −8.0 to −8.9 kcal/mol |
| Status | Testable computational hypothesis — nothing synthesised or assayed |
Summary
Aging is the largest unaddressed therapeutic area in medicine. Hundreds of genes are known to modulate lifespan in model organisms, yet almost none have entered drug development — most are considered undruggable, or already carry inhibitor programs that disqualify them as novel opportunities. This dataset is the output of a pipeline built to close that gap.
RPIA catalyses the reversible isomerisation of ribose-5-phosphate to ribulose-5-phosphate in the pentose phosphate pathway, which supplies NADPH for redox homeostasis and ribose-5-phosphate for nucleotide biosynthesis. Inhibition reduces nucleotide biosynthesis and activates cellular quality-control pathways.
Genetic validation
| System | Intervention | Effect |
|---|---|---|
| C. elegans | rpia-1 RNAi knockdown |
Lifespan extension + healthspan (oxidative stress tolerance, reduced polyQ aggregation) |
| C. elegans | Neuronal-specific knockdown | Sufficient for lifespan extension (glutamatergic or cholinergic) |
| Drosophila | Rpi knockdown |
Healthspan improvement |
| Human MSCs | RPIA target identification | Senescence-reversal target (AUROC = 0.909) |
| Lung cancer | RPIA knockdown | ROS, autophagy, apoptosis, senescence induction |
The pro-longevity mechanism requires autophagy and AMPK activation with reduced TOR signalling, placing RPIA inhibition on the canonical mTOR/AMPK/autophagy axis. That neuronal-specific knockdown alone suffices indicates tissue-targeted strategies are viable.
Novelty — first-in-class
| Source | Finding |
|---|---|
| ChEMBL | 6 records, all from one incidental chemoproteomics screen (IC50 ≈ 10 µM) |
| Literature | No medicinal chemistry campaigns against human RPIA; a 2024 review states selective RPI inhibitors remain a challenge |
| Patents | No patents claiming human RPIA inhibitors |
| Known analogs | Substrate analogs exist for spinach and bacterial RPI only — phosphate-containing fragments, not drug-like |
Safety
| Source | Metric | Interpretation |
|---|---|---|
| gnomAD | pLI = 2.54 × 10⁻⁸, oe_lof = 0.768 | Loss-of-function tolerant in humans |
| DepMap | Mean gene effect −0.33, 28.5% dependent | Mild essentiality, comparable to known drug targets |
| HPA | Unprognostic across all TCGA cancer types | No cancer prognostic liability |
Workflow
1. Target identification — Biomni
Roughly 15 candidates were assembled from CRISPR-based lifespan screens in C. elegans, Drosophila genetic studies, AI-predicted longevity targets, and senescence CRISPR screens — among them HAAO, GLUD1, PITPNA, MAPK9, CNGA3, RPIA, XPO7, DIS3, BANF1, PRPF19, SLC25A1 and FMO2. These passed through a filtering cascade on five dimensions — novelty, genetic validation, structural availability, druggability and safety.
RPIA was the only candidate to clear all five. Competitors failed on prior art (MAPK9, 1034 ChEMBL entries; CNGA3, ~500; HAAO, 58 including the tool compound NCR-631) or on druggability (BANF1, DNA-binding; XPO7, no structure and hard to drug).
2. Structure and pocket modelling — Biomni
No experimental structure of human RPIA exists in the PDB, so the AlphaFold model AF-P49247-F1 (model_v6) was used. Active-site residues were assigned by mapping from the high-resolution E. coli RpiA crystal structure (PDB 1O8B, 1.25 Å, bound arabinose-5-phosphate) at 19.2% sequence identity. Pocket-specific pLDDT was 96–99, with 100% of pocket residues above 90.
The site is an elongated inter-domain cleft — 49 residues within 12 Å of the centroid — resolving into three sub-pockets:
| Sub-pocket | Residues | Pharmacophore implication |
|---|---|---|
| Catalytic centre | Glu164, Asp168, Asn255 | H-bond donor / acceptor |
| Phosphate binding | Lys183, Lys276, Lys173 | Cation–π target (cationic) |
| Sugar-ring binding | Asp259, Asp283, Trp260 + hydrophobic wall | Hydrophobic / aromatic fill |
Low identity to the bacterial template meant the initial homology mapping needed correction at four positions (His168→Asp168, Arg181→Gln181, His255→Asn255, Arg280→Gly280) before constraints were issued — a reminder that structure-based docking is more robust to imperfect homology mapping than residue-level annotation is.
3. Design constraints issued to GA-II
| # | Constraint | Specification |
|---|---|---|
| 1 | H-bond donor/acceptor | Match the catalytic-centre H-bond pattern |
| 2 | Cation–π capable aromatic | Aromatic rings to engage the cationic Lys pocket |
| 3 | Hydrophobic/aromatic group | Fill the sugar-ring sub-pocket |
| 4 | Elongated geometry | Span the cleft, ≈ 15 Å end-to-end |
| 5 | MW 300–500 Da | Balance potency and drug-likeness |
| 6 | No phosphate group | Neutral interactions, not phosphate mimics |
4. Ligand generation — Technetium GA-II
The TC-43.ai engine ran pocket-conditioned, scaffold-constrained generative design against
the receptor and constraints above, docking each candidate with AutoDock Vina and filtering to
21 complexes. The series converged on a naphthalene–imidazolidinone core: the fused aromatic
system supplies the cation–π surface, the cyclic urea the H-bond donor/acceptor pair, and a
single variable exit substituent carries the diversity.
A deliberate design choice was to pursue cation–π rather than ionic engagement of the cationic pocket. Cation–π interactions are worth roughly 5–15 kcal/mol in biological contexts — comparable to a salt bridge — but require no formal charge on the ligand, so they cost nothing in permeability. For a longevity target where broad tissue exposure and possible CNS penetration are desirable, avoiding permanently charged carboxylates or tetrazoles is the correct trade. Four ligands carry weakly basic amines (pKa ≈ 9–10) that equilibrate with a membrane-permeable free base, the same mechanism that lets memantine and donepezil reach the CNS.
Contents
| File | Description |
|---|---|
designs.csv |
One row per design — scores, physicochemical properties, measured contacts |
ligands.sdf |
21 docked ligand poses, 3D, bond orders and formal charges assigned |
receptor_RPIA.pdb |
Docking receptor, 311 residues, chain A |
structures/ |
21 complex PDBs with REMARK SMILES and REMARK VINA RESULT |
Receptor
AlphaFold model AF-P49247-F1 (UniProt P49247, human RPIA, 311 aa). Docking used a rigid receptor — chain A is byte-identical across all 21 complexes, so poses are directly superposable without alignment.
The designs
| Designs | 21 |
| Vina score | −8.0 to −8.9 kcal/mol |
| Ligand efficiency | 0.38 – 0.44 |
| Molecular weight | 348 – 452 Da |
| QED | 0.35 – 0.82 |
| Lipinski violations | 0 in 16/21; 5 fail on cLogP > 5 |
| Veber | 21/21 pass |
| Aromatic rings | 2 – 4 |
| Murcko scaffolds | 17 distinct across 21 designs |
Binding mode
Recomputed from the deposited complexes. Contact = any ligand heavy atom within 4.5 Å.
| Residue | Poses in contact |
|---|---|
| Lys183, Ile184, Asn272, Asp283, Leu286, Phe287, Ile288, Met290 | 21/21 |
| Lys276 | 20/21 |
| Thr180, Val282 | 19/21 |
Hydrogen bonds (ligand N/O to receptor N/O, < 3.5 Å): Ile288 backbone in 21/21 poses, Asn272 15/21, Leu286 9/21, Asp283 7/21.
The 21 poses form one tight cluster — maximum pairwise centroid spread 3.0 Å — in a hydrophobic sub-pocket walled by Leu286 / Phe287 / Ile288 / Met290 / Val282, with the cationic residues Lys183 and Lys276 at one rim.
Cation–π geometry
Aromatic-ring-centroid to Lys Nζ distances:
| Residue | Best | Mean | < 6.0 Å |
|---|---|---|---|
| Lys183 | 5.29 Å | 5.44 Å | 21/21 |
| Lys276 | 4.82 Å | 6.24 Å | 5/21 |
Lys183 is engaged by every ligand in the series within the conventional 6 Å cation–π cutoff, making it the anchor of the binding mode; the ammonium sits 27–43° off the ring axis, so these are edge-on rather than axial contacts. Lys276 provides a secondary contact across part of the series.
The testable hypothesis
Small-molecule RPIA inhibitors from this GA-II naphthalene–urea series will (1) inhibit recombinant human RPIA enzyme activity with measurable IC50, and (2) phenocopy the lifespan extension observed with
rpia-1genetic knockdown in C. elegans — validating RPIA as a druggable longevity target.
Validation roadmap
| Step | Method | Go criterion | Timeline |
|---|---|---|---|
| 1. Enzyme inhibition | Express and purify human RPIA; IC50 for top 5 compounds by coupled spectrophotometric assay (R5P → Ru5P) | ≥ 1 compound with IC50 < 50 µM | 2–3 months |
| 2. Cellular activity | PPP flux (NADPH), autophagy markers (LC3-II, p62), AMPK phosphorylation | Reduced PPP flux + autophagy/AMPK activation at non-toxic concentrations | 2–3 months |
| 3. C. elegans lifespan | Compound in liquid culture or NGM plates vs vehicle; rpia-1 RNAi as positive control |
Significant lifespan extension (p < 0.05, log-rank) comparable to RNAi | 3–4 months |
Total ≈ 7–10 months from synthesis to lifespan result.
Status and limitations
These are computational designs, not validated compounds. Nothing here has been synthesised or assayed.
| Gap | Issue | Resolution |
|---|---|---|
| Docking ≠ binding | Vina scores rank poses; they do not measure affinity | Enzyme assay required |
| Genetic knockdown ≠ pharmacological inhibition | RNAi reduces protein levels; small molecules inhibit activity | C. elegans compound testing |
| AlphaFold ≠ experimental structure | Pocket geometry may differ from the real protein | Crystallography or cryo-EM |
| No selectivity data | The naphthalene-urea scaffold may bind other targets | Counter-screening |
Docking was rigid-receptor throughout — no side-chain relaxation.
Citation
Technetium Therapeutics (2026). RPIA Inhibitor Designs — Technetium GA-II.
Target discovery, pocket analysis: Biomni. Generative design: Technetium TC-43.ai engine.
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