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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-1 genetic 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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