10967/277 - QDB Compounds

QsarDB Repository

Kotli, M.; Piir, G.; Maran, U. Multi-task prediction of pesticide toxicity to pollinators with censored data and interpretable attributions on graph neural networks. Journal of Chemical Information and Modeling

Compound

ID:372.htm
Name:Glufosinate-ammonium
Description:Pesticide Properties Database record 372.htm. Structure standardized following the Landrum workflow.
Labels:
CAS:77182-82-2
InChi Code:InChI=1S/C5H12NO4P.H3N/c1-11(9,10)3-2-4(6)5(7)8;/h4H,2-3,6H2,1H3,(H,7,8)(H,9,10);1H3

Properties

honeybee_contact: Acute contact toxicity, Apis mellifera (modelled target, log molar LD50) i

ValueSource or prediction
0.3098553036064141

experimental value
0.2507009208202362

Table4_honeybee_contact: Multi-task GNN, Acute contact toxicity, Apis mellifera (Acute contact toxicity, Apis mellifera -- training partition)

honeybee_contact_censored: Right-censoring indicator for honeybee_contact i

ValueSource or prediction
1

experimental value

honeybee_oral: Acute oral toxicity, Apis mellifera (modelled target, log molar LD50) i

ValueSource or prediction
0.5501874589167837

experimental value
0.246406078338623

Table4_honeybee_oral: Multi-task GNN, Acute oral toxicity, Apis mellifera (Acute oral toxicity, Apis mellifera -- training partition)

honeybee_oral_censored: Right-censoring indicator for honeybee_oral i

ValueSource or prediction
1

experimental value

bumblebee_contact: Acute contact toxicity, Bombus terrestris (modelled target, binary toxicity class) i

ValueSource or prediction
0.1784763961932219

Table5_bumblebee_contact: Multi-task GNN, Acute contact toxicity, Bombus terrestris (Acute contact toxicity, Bombus terrestris -- prediction-only compounds)

bumblebee_oral: Acute oral toxicity, Bombus terrestris (modelled target, binary toxicity class) i

ValueSource or prediction
0.1748181018774208

Table5_bumblebee_oral: Multi-task GNN, Acute oral toxicity, Bombus terrestris (Acute oral toxicity, Bombus terrestris -- prediction-only compounds)