■ Demo— not a validated GxP system — synthetic data

Affinis

Multi-parameter ranking

485 compounds ranked out of 8 · approved results only · desirability functions below

Compounds ranked by multi-parameter score, best first, with every criterion that went into it
PickRankStructureCompoundScore (/ 8)pIC50 mut≥ 8.0Selectivity WT/mut (×)≥ 30×MW (g/mol)≤ 500cLogP≤ 4TPSA (Ų)60–110 ŲhERG pIC50≤ 5Solubility (µM)≥ 50 µMClint (µL/min/mg)≤ 20
1NHNNNH2OFNAFN-002701series A7.581 breach7.73167×309.32.5293.83.8453.612.3
2NHNNSOONNAFN-002621series A7.562 breaches7.81413×351.42.56108.64.0445.812.7
3NHNNSOOFNNAFN-002557series A7.551 breach7.51180×345.42.2297.73.7953.79.4
4NHNNSOONNNAFN-002634series A7.542 breaches7.3578×354.41.90113.63.21101.87.7
5NHNNNNFNNAFN-002397series A7.491 breach8.08114×365.42.5770.14.3126.312.0
6NHNNNH2OFNAFN-002702series A7.431 breach7.2653×309.32.5293.84.1667.111.9
7NHNNNH2OFNNAFN-002714series A7.371 breach7.3269×312.31.8698.73.5379.414.2
8NHNNSOOONAFN-002519series A7.351 breach7.59163×356.42.6994.13.7957.217.7
9NHNNOONNAFN-001534series A7.302 breaches7.76115×311.42.6474.14.2827.014.4
10NHNNNH2ONAFN-002661series A7.291 breach7.31205×291.32.3893.83.9478.218.5
11NHNNNONNAFN-002214series A7.242 breaches7.98182×350.42.7768.14.1028.719.9
12NHNNSOOBrNNAFN-002594series A7.222 breaches7.68127×408.32.7989.84.1937.617.1
13NHNNSOONNAFN-002622series A7.202 breaches7.2964×351.42.56108.63.6874.820.6
14NHNNNNClNNAFN-002417series A7.181 breach8.14169×381.93.0870.14.1920.718.7
15NHNNNOFNNAFN-002237series A7.173 breaches7.6393×352.42.6576.13.9943.320.9
16NHNNONNNAFN-001674series A7.172 breaches7.79153×320.42.8988.74.1130.819.9
17NHNNNOOONAFN-002339series A7.162 breaches7.6895×393.43.1481.64.0922.015.4
18NHNNONNAFN-002974series A7.123 breaches7.6055×305.32.6164.93.9436.520.4
19NHNNNNNAFN-001989series A7.102 breaches8.11197×322.33.50109.24.6330.822.7
20NHNNNNOAFN-001993series A7.072 breaches7.86172×287.33.2298.54.3717.918.6
21NHNNNH2ONOAFN-002787series A7.043 breaches7.1625×345.42.87113.94.2452.914.7
22NHNNNNFNAFN-002381series A7.033 breaches8.18139×364.43.1757.24.3222.922.3
23NHNNNH2OBrNNAFN-002757series A7.012 breaches7.3142×371.22.54106.73.8729.217.0
24NHNNNNAFN-000221series A7.012 breaches7.46113×273.33.1574.54.1120.015.4
25NHNNSOONAFN-002502series A6.992 breaches7.0132×326.42.6984.84.3826.712.4
26NHNNONNAFN-001503series A6.982 breaches7.33201×303.33.1683.74.2133.319.5
27NHNNOFNNAFN-001597series A6.982 breaches7.81162×311.33.2272.84.7217.415.9
28NHNNNH2OBrNAFN-002743series A6.972 breaches7.0742×370.23.1493.84.1034.816.2
29NHNNOHONNAFN-003297series A6.952 breaches6.7923×295.32.3993.14.1680.617.7
30NHNNNH2ONFFAFN-002790series A6.952 breaches7.1933×351.33.14104.73.9226.616.0
31NHNNNNNNAFN-002463series A6.953 breaches7.1422×371.42.9181.04.3030.612.5
32NHNNNOFONAFN-002239series A6.922 breaches7.7549×381.43.2772.44.5010.716.2
33NHNNOClNNAFN-001454series A6.921 breach8.12155×315.83.2864.94.8816.516.9
34NHNNNONAFN-001879series A6.902 breaches8.101,293×303.33.1683.74.0619.326.4
35NHNNFNNAFN-000154series A6.883 breaches7.36113×269.32.7655.64.5619.112.7
36NHNNOHFNAFN-003182series A6.882 breaches6.9331×282.33.1370.94.5630.714.5
37NHNNNONAFN-000879series A6.863 breaches7.75175×317.43.4783.74.5320.423.8
38NHNNNOClNNAFN-002257series A6.823 breaches7.87149×368.83.1776.14.6014.722.2
39NHNNClNNAFN-000454series A6.802 breaches8.12147×299.83.5855.64.4410.618.5
40NHNNNNNAFN-002143series A6.802 breaches7.1358×316.43.2277.74.1722.718.1
41NHNNClFNNAFN-000477series A6.782 breaches7.7295×301.73.4763.64.6111.818.8
42NHNNONNAFN-001557series A6.783 breaches7.3585×293.33.0872.84.3536.026.7
43NHNNNH2OFAFN-002665series A6.743 breaches6.9133×308.33.1380.94.0335.121.1
44NHNNNNOONAFN-002499series A6.713 breaches7.7953×406.53.0575.64.2915.425.6
45NHNNNH2ONNAFN-002795series A6.703 breaches7.2726×368.43.35109.64.4213.516.1
46NHNNFNNAFN-000274series A6.693 breaches7.2356×269.32.7655.64.6322.416.7
47NHNNBrNNNAFN-000717series A6.673 breaches7.4354×353.23.3187.44.0614.922.1
48NHNNSOOBrNAFN-002581series A6.613 breaches7.5593×405.33.4584.84.2510.020.8
49NHNNNOONAFN-002322series A6.613 breaches7.3425×363.43.1372.44.6714.516.8
50NHNNOHOAFN-003173series A6.613 breaches7.1937×267.33.4971.24.2914.320.2

Showing the best 50 of 485 ranked34 not ranked — 34 with no Selectivity WT/mut. A missing value is not a zero, so they are left out rather than scored down.

Desirability functions — 8 criteria, 8 points available

Each criterion maps its value onto 0–1 by the piecewise-linear function below, and the score is their sum. The shaded band or dashed line is the threshold the value is judged against separately — a compound can breach a threshold and still keep most of that criterion's point, which is exactly the trade-off this view exists to make visible.

511
pIC50 mut · ≥ 8.0Below 6 a hit is not worth optimising; 8 is the project's target.
13000
Selectivity WT/mut (×) · ≥ 30× · log₁₀Fold, so log₁₀. Under 3× the window is noise; 30× is the margin the project asks for.
150900
MW (g/mol) · ≤ 500Flat to 400, then falling: mass bought late is rarely paid back.
09
cLogP · ≤ 4A window, not a ceiling: too polar does not cross a membrane, too greasy binds everything.
20250
TPSA (Ų) · 60–110 ŲA window on both sides, which is why a breach can mean two opposite problems.
29
hERG pIC50 · ≤ 5Predicted. Lower is better — this is the one criterion where a big number is the problem.
12000
Solubility (µM) · ≥ 50 µM · log₁₀Predicted, and spanning decades, so log₁₀.
0300
Clint (µL/min/mg) · ≤ 20Predicted intrinsic clearance; lower is better.

Decisions recorded

Open the decision log

None yet. Select compounds in the ranking and record what the project decided about them — the rank and score they were decided on go in with the entry.