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Table 6 List of important Pubchem-based features along with their MDGI scores (ranks) found in all three balanced training datasets (i.e., BTS1, BTS5, and BTS4)

From: M3S-GRPred: a novel ensemble learning approach for the interpretable prediction of glucocorticoid receptor antagonists using a multi-step stacking strategy

Feature

BTS1

BTS4

BTS5

SMARTS pattern

Description

Pubchem568

3.23(1)

1.22(8)

1.46(9)

N#C–C–C

Propionitrile

Pubchem799

2.59(3)

4.65(1)

3.57(1)

CC1CC(S)CCC1

3-methylcyclohexane-1-thiol

Pubchem663

2.57(4)

0.99(19)

1.15(18)

O–C–C–O-[#1]

Ethylene glycol

Pubchem4

1.67(7)

1.14(11)

1.52(8)

>  = 1 Li

greater than or equal to one Lithium atom

Pubchem778

1.67(8)

1.15(10)

1.62(6)

CC1CCC(S)CC1

4-Methylcyclohexane-1-thiol

Pubchem736

1.65(9)

2.35(2)

1.93(3)

Cc1cc(S)ccc1

3-Methylbenzenethiol

Pubchem682

1.41(10)

2.12(3)

1.57(7)

O–C–C–C–C–N

4-Amino-1-butanol

Pubchem340

1.34(12)

1.08(15)

1.23(14)

C(~ C)(~ C)(~ N)

Isopropylamine

Pubchem193

1.33(13)

1.09(14)

2.07(2)

>  = 3 saturated or aromatic carbon-only ring size 6

greater than or equal to 3 saturated or aromatic carbon-only ring of size six

Pubchem336

1.13(18)

1.16(9)

1.16(17)

C(~ C)(~ C)(~ C)(~ N)

2-methylpropan-2-amine