Create Multiple Linear Regression Model

Information
 
Status
Success
 
User
16606
Elapsed Time
00:00:04
Start
09/16/22 16:42:16
Finish
09/16/22 16:42:20
Server Name
DS Version
19.1.0.18287
PP Version
19.1.0.1963
DS Client Version
19.1.0.18287
Server Ports
9944 (9943)
OS Distribution
Windows
OS Version
10.0.22000
Memory Total
23.85 GB
Memory Free
14.12 GB
Summary
Multiple Linear Regression Model MY_2D_QSAR has been created. It contains the following equation:
[ MY_2D_QSAR ] = 0.2636 + 0.1395 * [ ALogP ] - 0.1516 * [ Count<ECFP_6:-591526139> ] + 0.2546 * [ Count<ECFP_6:-1910270391> ] + 0.255 * [ Count<ECFP_6:-1100000244> ] + 0.2555 * [ Count<ECFP_6:-1074141656> ] + 0.2572 * [ Count<ECFP_6:1559650422> ] + 0.2565 * [ Count<ECFP_6:642810091> ] + 0.2571 * [ Count<ECFP_6:-182236392> ] + 0.2571 * [ Count<ECFP_6:-606302475> ] + 0.2561 * [ Count<ECFP_6:1572579716> ] + 1.117 * [ Count<ECFP_6:-992506539> ] - 0.493 * [ Count<ECFP_6:734603939> ] + 3.024 * [ Count<ECFP_6:-797085356> ] + 0.2569 * [ Count<ECFP_6:2099970318> ] + 0.2584 * [ Count<ECFP_6:770157610> ] + 0.2571 * [ Count<ECFP_6:-2024255407> ] + 0.2572 * [ Count<ECFP_6:1996767644> ] + 0.2582 * [ Count<ECFP_6:-786013480> ] + 0.2587 * [ Count<ECFP_6:1997021792> ] + 0.2578 * [ Count<ECFP_6:-175146122> ] + 0.2593 * [ Count<ECFP_6:1298504034> ] + 0.2597 * [ Count<ECFP_6:858184972> ] + 0.2611 * [ Count<ECFP_6:-932108170> ] - 9.008e-004 * [ Count<ECFP_6:-1332781180> ] + 0.08699 * [ Count<ECFP_6:-757679000> ] + 0.3318 * [ Count<ECFP_6:-1102925512> ] + 1.15 * [ Count<ECFP_6:-177264675> ] - 1.711 * [ Count<ECFP_6:859796174> ] + 1.135 * [ Count<ECFP_6:-1686976258> ] + 0.2604 * [ Count<ECFP_6:-1302110264> ] + 0.2614 * [ Count<ECFP_6:1095683433> ] + 0.2636 * [ Count<ECFP_6:-768126022> ] + 0.2616 * [ Count<ECFP_6:2007300961> ] + 0.2614 * [ Count<ECFP_6:397284699> ] + 0.2608 * [ Count<ECFP_6:1451403962> ] + 0.2623 * [ Count<ECFP_6:2071685859> ] - 0.6209 * [ Count<ECFP_6:-1952026932> ] + 0.4643 * [ Count<ECFP_6:-658363709> ] - 1.78 * [ Count<ECFP_6:-1506130950> ] + 1.285 * [ Count<ECFP_6:1670941296> ] + 0.2611 * [ Count<ECFP_6:1155958977> ] + 0.2602 * [ Count<ECFP_6:-952707428> ] + 0.2601 * [ Count<ECFP_6:-1278685991> ] + 0.2596 * [ Count<ECFP_6:1079175434> ] + 0.2596 * [ Count<ECFP_6:-2135040425> ] + 0.1629 * [ Count<ECFP_6:-1897341097> ] - 0.7741 * [ Count<ECFP_6:-167460056> ] + 0.7723 * [ Count<ECFP_6:-1059365320> ] + 0.9431 * [ Count<ECFP_6:-572965350> ] + 0.9262 * [ Count<ECFP_6:-1867561664> ] - 0.9626 * [ Count<ECFP_6:-1683911134> ] - 1.475 * [ Count<ECFP_6:-178525456> ] + 0.101 * [ Count<ECFP_6:-292555972> ] + 1.495 * [ Count<ECFP_6:-666950485> ] + 0.3668 * [ Count<ECFP_6:1564392544> ] + 0.00835 * [ Count<ECFP_6:1571214559> ] - 5.271e-002 * [ Count<ECFP_6:-2019199918> ] - 0.8076 * [ Count<ECFP_6:-1487746661> ] - 1.033 * [ Count<ECFP_6:292958156> ] + 1.757 * [ Count<ECFP_6:-756348342> ] + 0.4795 * [ Count<ECFP_6:-103562730> ] - 1.48 * [ Count<ECFP_6:-1950934120> ] + 0.1815 * [ Count<ECFP_6:-857146788> ] + 0.03588 * [ Count<ECFP_6:-408473190> ] - 0.6272 * [ Count<ECFP_6:864909220> ] + 0.7707 * [ Count<ECFP_6:-740847217> ] + 0.9103 * [ Count<ECFP_6:408216150> ] + 0.9887 * [ Count<ECFP_6:1595399376> ] + 0.2622 * [ Count<ECFP_6:515773057> ] + 1.457 * [ Count<ECFP_6:78036066> ] - 2.061 * [ Count<ECFP_6:-1884411803> ] + 0.5047 * [ Count<ECFP_6:1021725999> ] + 0.717 * [ Count<ECFP_6:-665999307> ] + 0.2158 * [ Count<ECFP_6:661073749> ] - 0.3797 * [ Count<ECFP_6:864518973> ] + 0.2571 * [ Count<ECFP_6:191790798> ] - 0.6948 * [ Count<ECFP_6:1338334141> ] - 1.75e-002 * [ Molecular_Weight ] + 0.118 * [ Num_AromaticRings ] + 0.8114 * [ Num_H_Acceptors ] + 0.6535 * [ Num_H_Donors ] - 0.3895 * [ Num_Rings ] + 0.03486 * [ Num_RotatableBonds ] - 11.5 * [ Molecular_FractionalPolarSurfaceArea ]
See ModelDescription.html for more model information.
5-Fold Cross Validation Result
Model Name q^2 RMS Error Mean Absolute Error
MY_2D_QSAR 0.202 1.145 0.803
Validation Result Using External Test Set TestSet_dataset-qsar.sd
Model Name q^2 RMS Error Mean Absolute Error
MY_2D_QSAR 0.461 0.857 0.623
Parameters
Protocol Settings
 
Input Ligands
 
Input Test Ligands
 
Model Name
MY_2D_QSAR
Dependent Property
pki-trypsin
Weight Property
Independent Properties
ALogP,ECFP_6,Molecular_Weight,Num_AromaticRings,Num_H_Acceptors,Num_H_Donors,Num_Rings,Num_RotatableBonds,Molecular_FractionalPolarSurfaceArea
Calculable Properties
ALogP,ECFP_6,Molecular_Weight,Num_AromaticRings,Num_H_Acceptors,Num_H_Donors,Num_Rings,Num_RotatableBonds,Molecular_FractionalPolarSurfaceArea
User Properties
Cross Validation
True
Folds
5
Advanced
Learn Options
Perform OPS Analysis
Track Fingerprint Features
Model Domain Fingerprint
FCFP_2
Additional Properties
Minimum Samples per Variable
SqrtEstimate
Maximum Correlation
0.90

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