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more fixes (#517)
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* fix: use SMILES__description instead of SMILES__names__noun for mol. repr. sampling

* fix: mol_repr_transl/transform.py w/o SMILES with H and with split col only

* fix: exclude uniprot binding ..

* fix: missing ! and wrong variable name in template

* fix: missing ! in templates

* fix: and rheadb and sort exclude_from_standard_tabular_text_templates

* fix: RedDB templates and fully export to meta.yaml

* fix: aminoacids templates var name

* fix: polymer_data templates var name

* fix: var dtypes

* fix: name and id

* fix: add rdkit_features to /exclude_from_standard_tabular_text_templates

* fix: # missing in template var

* fix: # missing in template var 2

* fix: fix dialogue template in compound_protein_compound_*

* fix: QC templates 1

* update reddb

* update zhu

* add description of representation

* orexin1_receptor_butkiewicz

* smiles__description

* molecule with SMILES

* fix: QC templates 2

* fix: QC templates 3

* fix: QC templates 3

* fix: QC templates

* fix: QC templates

* fix: QC templates

* fix: QC templates

* add organism

* make explicit

* add representation name

* add representation name

* update standard templates

* add representation name

* add representation names

* representation name use

* smiles usage

* must to

* add representation name

* Update data/kg/compound_protein_protein/meta.yaml

Co-authored-by: Michael Pieler <[email protected]>

* Update data/tabular/freesolv/meta.yaml

Co-authored-by: Michael Pieler <[email protected]>

* Update data/tabular/freesolv/transform.py

Co-authored-by: Michael Pieler <[email protected]>

* Update data/tabular/freesolv/transform.py

Co-authored-by: Michael Pieler <[email protected]>

* Update data/tabular/sr_p53_tox21/meta.yaml

Co-authored-by: Michael Pieler <[email protected]>

* Update data/kg/compound_protein_protein/meta.yaml

* Update data/kg/compound_protein_protein/meta.yaml

* Update data/kg/compound_protein_protein/meta.yaml

* Update data/tabular/freesolv/meta.yaml

* Update data/tabular/sr_p53_tox21/meta.yaml

* Update data/kg/compound_protein_compound_1/meta.yaml

* Update data/kg/compound_protein_compound_1/meta.yaml

* Update data/kg/compound_protein_compound_1/meta.yaml

* Update data/kg/compound_protein_compound_1/meta.yaml

* Update data/kg/compound_protein_compound_1/meta.yaml

* Update data/kg/compound_protein_compound_3/meta.yaml

* Update data/kg/compound_protein_compound_3/meta.yaml

* Update data/kg/compound_protein_compound_3/meta.yaml

* Update data/kg/compound_protein_compound_3/meta.yaml

* Update data/kg/compound_protein_compound_3/meta.yaml

* Update data/kg/compound_protein_go_term_1/meta.yaml

* Update data/kg/compound_protein_go_term_1/meta.yaml

* Update data/kg/compound_protein_go_term_2/meta.yaml

* Update data/kg/compound_protein_go_term_2/meta.yaml

* Update data/kg/compound_protein_go_term_3/meta.yaml

* Update data/kg/compound_protein_go_term_3/meta.yaml

* Update data/kg/compound_protein_go_term_4/meta.yaml

* Update data/kg/compound_protein_go_term_4/meta.yaml

* Update data/kg/compound_protein_pathway_disease_2/meta.yaml

* Update data/kg/drug_protein_hpo_disease/meta.yaml

* Update data/tabular/chemcaption_rdkit/meta.yaml

* Update data/tabular/mona/meta.yaml

* Update data/tabular/mona/transform.py

---------

Co-authored-by: Michael Pieler <[email protected]>
Co-authored-by: Kevin Maik Jablonka <[email protected]>
Co-authored-by: Michael Pieler <[email protected]>
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5 changes: 2 additions & 3 deletions data/kg/compound_protein_go_term_1/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -90,6 +90,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} the {node3_name#}.
5 changes: 2 additions & 3 deletions data/kg/compound_protein_go_term_2/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -90,6 +90,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} the {node3_name#}.
5 changes: 2 additions & 3 deletions data/kg/compound_protein_go_term_3/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -90,6 +90,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} the {node3_name#}.
5 changes: 2 additions & 3 deletions data/kg/compound_protein_go_term_4/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -90,6 +90,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} the {node3_name#}.
2 changes: 1 addition & 1 deletion data/kg/compound_protein_pathway_disease_2/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -114,5 +114,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} {node3_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} {node3_name#}.
The {node3_name#} is {rel3_type#} the {node4_type#} {node4_name#}.
12 changes: 5 additions & 7 deletions data/kg/compound_protein_protein/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -96,12 +96,10 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_type#}
{node3_protein_names#}.
- The {node2_type#} {node2_protein_names#} is targeted by {node1_type#} with {SMILES__description} {SMILES#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} {node3_protein_names#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#} which {rel2_type#} the {node3_type#} {node3_protein_names#}.
- The {node2_type#} {node2_protein_names#} is targeted by the {SMILES__description} {SMILES#}. The {node2_type#} {node2_protein_names#} {rel2_type#} {node3_protein_names#}.
- |-
User: {#Can you give me|Can you come up with!} {#an|one!} example for a protein that binds the {node1_type#} with {SMILES__description} {SMILES#}?
Assistant: The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} for example the {node2_type#} {node2_protein_names#}.
User: {#Can you give me|Can you come up with!} {#an|one!} example for a protein that binds the {node1_type#} with the {SMILES__description} {SMILES#}?
Assistant: The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} for example the {node2_type#} {node2_protein_names#}.
User: Can you tell me a {node3_type#} that {rel2_type#} {node2_type#} {node2_protein_names#}?
Assistant: {#Yes|Of course|Yes, of course|Sure!}, the {node2_type#} {node2_protein_names#} {rel2_type#} {node3_protein_names#}.
Assistant: {#Yes|Of course|Yes, of course|Sure!}, the {node2_type#} {node2_protein_names#} {rel2_type#} {node3_protein_names#}.
4 changes: 2 additions & 2 deletions data/kg/drug_protein_hpo_disease/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -114,5 +114,5 @@ bibtex:
\ Research},\nvolume = {49},\nnumber = {16},\npages = {e96-e96},\nyear = {2021},\nmonth = {06},\nissn = {0305-1048},\ndoi = {10.1093/nar/gkab543},\n\
url = {https://doi.org/10.1093/nar/gkab543},\n}"
templates:
- The {node1_type#} with {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#}
{rel2_type#} {node3_name#}. The {node3_name#} {rel3_type#} the {node4_type#} {node4_name#}.
- The {node1_type#} {SMILES__description} {SMILES#} {rel1_type#} the {node2_type#} {node2_protein_names#}. The {node2_type#} {node2_protein_names#} {rel2_type#} {node3_name#}.
The {node3_name#} {rel3_type#} the {node4_type#} {node4_name#}.
22 changes: 19 additions & 3 deletions data/tabular/bicerano_dataset/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -58,13 +58,29 @@ templates:
- The polymer with the {PSMILES__description} of {PSMILES#} has an experimental glass transition temperature of {Tg_exp#} K.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed glass transition temperature of {Tg_calc#} K.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed density at 300 K of {rho_300K_calc#} g/cc.
- The polymer with the {compound_name__names__noun} of {compound_name#} has an experimental glass transition temperature of {Tg_exp#} K.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a computed glass transition temperature of {Tg_calc#} K.
- The polymer with the {compound_name__names__noun} of {compound_name#} has a computed density at 300 K of {rho_300K_calc#} g/cc.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed glass coefficient of thermal expansion (CTE) at 300 K of {glass_CTE_calc#}
1/K.
- The polymer with the {PSMILES__description} of {PSMILES#} has a computed rubber coefficient of thermal expansion (CTE) at 300 K of {rubber_CTE_calc#}
1/K.
- The polymer with the {compound_name__description} of {compound_name#} has an experimental glass transition temperature of {Tg_exp#} K.
- The polymer with the {compound_name__description} of {compound_name#} has a computed glass transition temperature of {Tg_calc#} K.
- The polymer with the {compound_name__description} of {compound_name#} has an experimental density at 300 K of {rho_300K_exp#} g/cc.
- The polymer with the {compound_name__description} of {compound_name#} has a computed density at 300 K of {rho_300K_calc#} g/cc.
- The polymer with the {compound_name__description} of {compound_name#} has a computed glass coefficient of thermal expansion (CTE) at 300 K of {glass_CTE_calc#}
1/K.
- The polymer with the {compound_name__description} of {compound_name#} has a computed rubber coefficient of thermal expansion (CTE) at 300 K of {rubber_CTE_calc#}
1/K.
- |-
Question: What is a polymer with an experimental glass transition temperature of {Tg_exp#} K and experimental density at 300 K of {rho_300K_exp#}
g/cc.
Answer: A polymer with {PSMILES__description} {PSMILES#}
- |-
Question: What is a polymer with a computed glass coefficient of thermal expansion (CTE) at 300 K of {glass_CTE_calc#} and a computed rubber coefficient
of thermal expansion (CTE) at 300 K of {rubber_CTE_calc#} 1/K.
Answer: A polymer with {PSMILES__description} {PSMILES#}
- |-
Question: What is a polymer with a computed glass transition temperature of {Tg_calc#} K and a computed density at 300 K of {rho_300K_calc#} g/cc.
Answer: A polymer with {PSMILES__description} {PSMILES#}
- |-
Question: What is a polymer with a computed glass transition temperature of {Tg_calc#} K and a computed glass coefficient of thermal expansion (CTE)
at 300 K of {glass_CTE_calc#} 1/K. Answer: A polymer with {PSMILES__description} {PSMILES#}
2 changes: 1 addition & 1 deletion data/tabular/chemcaption_rdkit/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -320,7 +320,7 @@ templates:
User: {#In addition,|Additionally,|Moreover,!} I {#want|would like!} the {#molecule|chemical|compound|drug|chemical structure!} to have a {npr1_value__names__noun} of {npr1_value#} and a {molecular_formula__names__noun} of {molecular_formula#}.
Assistant: {#Given those requirements, |In that case, |!}I recommend the {#molecule|chemical|compound|drug|chemical structure!} with {representation_type#} {representation#}.
- |-
User: I {#want to|must|would like tp|need to!} {#design|create|synthesize|make!} a {#molecule|chemical|compound|drug|chemical structure!} with {eccentricity__names__noun} of {eccentricity#}.
User: I {#want to|must|would like to|need to!} {#design|create|synthesize|make!} a {#molecule|chemical|compound|drug|chemical structure!} with {eccentricity__names__noun} of {eccentricity#}.
Assistant: {#That's interesting, do you have|Do you have|Cool, do you have|Awesome, do you have!} any other {#constraints|requirements|conditions|limitations!}?
User: {#In addition,|Additionally,|Moreover,!} I {#want|would like!} the {#molecule|chemical|compound|drug|chemical structure!} to have a {asphericity__names__noun} of {asphericity#}.
Assistant: {#Is there anything else I should know?|Is there anything else I should be aware of?|Is there anything else I should take into account?|Is there anything else I should consider?|Is there anything else I should take into consideration?|Is there anything else I should take into account?|Is there anything else I should take into consideration?|Is there anything else I should consider?!}
Expand Down
6 changes: 3 additions & 3 deletions data/tabular/freesolv/meta.yaml
Original file line number Diff line number Diff line change
Expand Up @@ -90,17 +90,17 @@ templates:
\ {#Understood|Got it|Ok!}, this {SMILES__description} represents a molecule that has a {GAFF__names__noun} of {GAFF#} {GAFF__units}: {SMILES#}"
- The {exp_value__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}
- The {exp_value__names__noun} of the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}
- The {exp_value__names__noun} of the molecule with {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}
- The {exp_value__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}
- "Task: Please predict a molecule feature based on the description.\nDescription: Predict the {exp_value__names__noun} in {exp_value__units} of a molecule.\n\
{#Molecule |!}{SMILES__description}: {SMILES#}\nConstraint: Even if you are {#uncertain|not sure!}, you must answer with a numeric value in {exp_value__units}\
\ without using any {#other|additional!} words.\nResult:<EOI> {exp_value#} {exp_value__units}"
- "Task: Please {#give me|create|generate!} a {#molecule |!}{SMILES__description} based on the {#text |!}description{# below|!}.\nDescription: A molecule\
\ that has {exp_value__names__noun} of {exp_value#} {exp_value__units}.\nResult:<EOI> {SMILES#}"
- The {GAFF__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}
- The {GAFF__names__noun} of the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}
- The {GAFF__names__noun} of the molecule with {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}
- The {GAFF__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}
- "Task: Please predict a molecule feature based on the description.\nDescription: Predict the {GAFF__names__noun} in {GAFF__units} of a molecule.\n\
{#Molecule |!}{SMILES__description}: {SMILES#}\nConstraint: Even if you are {#uncertain|not sure!}, you must answer with a numeric value in {GAFF__units}\
\ without using any {#other|additional!} words.\nResult:<EOI> {GAFF#} {GAFF__units}"
- "Task: Please {#give me|create|generate!} a {#molecule |!}{SMILES__description} based on the {#text |!}description{# below|!}.\nDescription: A molecule\
\ that has {GAFF__names__noun} of {GAFF#} {GAFF__units}.\nResult:<EOI> {SMILES#}"
\ that has {GAFF__names__noun} of {GAFF#} {GAFF__units}.\nResult:<EOI> {SMILES#}"
4 changes: 2 additions & 2 deletions data/tabular/freesolv/transform.py
Original file line number Diff line number Diff line change
Expand Up @@ -195,7 +195,7 @@ def get_and_transform_data():
# Benchmarking text templates
"The {exp_value__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}", # noqa: E501
"The {exp_value__names__noun} of the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}", # noqa: E501
"The {exp_value__names__noun} of the molecule with {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}", # noqa: E501
"The {exp_value__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {exp_value#} {exp_value__units}", # noqa: E501
"""Task: Please predict a molecule feature based on the description.
Description: Predict the {exp_value__names__noun} in {exp_value__units} of a molecule.
{#Molecule |!}{SMILES__description}: {SMILES#}
Expand All @@ -207,7 +207,7 @@ def get_and_transform_data():
# GAFF
"The {GAFF__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}", # noqa: E501
"The {GAFF__names__noun} of the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}", # noqa: E501
"The {GAFF__names__noun} of the molecule with {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}", # noqa: E501
"The {GAFF__names__noun} of the molecule with the {SMILES__description} {SMILES#} is:<EOI> {GAFF#} {GAFF__units}", # noqa: E501
"""Task: Please predict a molecule feature based on the description.
Description: Predict the {GAFF__names__noun} in {GAFF__units} of a molecule.
{#Molecule |!}{SMILES__description}: {SMILES#}
Expand Down
92 changes: 46 additions & 46 deletions data/tabular/half_life_obach/meta.yaml
Original file line number Diff line number Diff line change
@@ -1,55 +1,55 @@
---
name: half_life_obach
description: |-
Half life of a drug is the duration for the concentration of the drug
in the body to be reduced by half. It measures the duration of actions of a drug.
This dataset deposited version under CHEMBL assay 1614674.
Half life of a drug is the duration for the concentration of the drug
in the body to be reduced by half. It measures the duration of actions of a drug.
This dataset deposited version under CHEMBL assay 1614674.
targets:
- id: half_life_duration
description: the time it takes for the plasma concentration of a drug in the body to be reduced by half
units: hours
type: continuous
significant_digits: 2
names:
- noun: half life in humans after IV administration
- noun: half life time in humans after IV administration
- noun: drug half life time in humans after IV administration
uris:
- http://purl.bioontology.org/ontology/MESH/D006207
- id: half_life_duration
description: the time it takes for the plasma concentration of a drug in the body
to be reduced by half
units: hours
type: continuous
significant_digits: 2
names:
- noun: half life in humans after IV administration
- noun: half life time in humans after IV administration
- noun: drug half life time in humans after IV administration
uris:
- http://purl.bioontology.org/ontology/MESH/D006207
benchmarks:
- name: TDC
link: https://tdcommons.ai/
split_column: split
- name: TDC
link: https://tdcommons.ai/
split_column: split
identifiers:
- id: SMILES
type: SMILES
description: SMILES
- id: chembl_id
type: Other
names:
- noun: ChEMBL database id
- noun: ChEMBL identifier number
description: ChEMBL ids
sample: false
- id: SMILES
type: SMILES
description: SMILES
- id: chembl_id
type: Other
names:
- noun: ChEMBL database id
- noun: ChEMBL identifier number
description: ChEMBL ids
sample: false
license: CC BY 4.0
links:
- url: https://doi.org/10.1124/dmd.108.020479
description: corresponding publication
- url: https://tdcommons.ai/single_pred_tasks/adme/#half-life-obach-et-al
description: data source
- url: https://doi.org/10.1124/dmd.108.020479
description: corresponding publication
- url: https://tdcommons.ai/single_pred_tasks/adme/#half-life-obach-et-al
description: data source
num_points: 667
bibtex:
- |-
@article{Obach2008,
doi = {10.1124/dmd.108.020479},
url = {https://doi.org/10.1124/dmd.108.020479},
year = {2008},
month = apr,
publisher = {American Society for Pharmacology and Experimental Therapeutics (ASPET)},
volume = {36},
number = {7},
pages = {1385--1405},
author = {R. Scott Obach and Franco Lombardo and Nigel J. Waters},
title = {Trend Analysis of a Database of Intravenous Pharmacokinetic
Parameters in Humans for 670 Drug Compounds},
journal = {Drug Metabolism and Disposition}
- |-
@article{Obach2008,
doi = {10.1124/dmd.108.020479},
url = {https://doi.org/10.1124/dmd.108.020479},
year = {2008},
month = apr,
publisher = {American Society for Pharmacology and Experimental Therapeutics (ASPET)},
volume = {36},
number = {7},
pages = {1385--1405},
author = {R. Scott Obach and Franco Lombardo and Nigel J. Waters},
title = {Trend Analysis of a Database of Intravenous Pharmacokinetic
Parameters in Humans for 670 Drug Compounds},
journal = {Drug Metabolism and Disposition}
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