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17 changes: 17 additions & 0 deletions Benchmark-Models/Isensee_JCB2018/README.md
Original file line number Diff line number Diff line change
@@ -0,0 +1,17 @@
The paper describes a model selection problem with four hypotheses. Each hypothesis involves adding a set of parameters to the model -- these sets of parameters are annotated in the `model_selection_group` column of the parameters table. The paper shows a result where the model with the first hypothesis alone (H1) was accepted as the best by AIC.

This benchmark problem is the parameter estimation problem for the H1-only model. The parameters for the other hypotheses are specified in `parameters_Isensee_JCB2018_model_selection.tsv`. For example, this Python code will create the PEtab problem for the H2+H3 model.
```python
import pandas as pd
import petab

petab_problem = petab.Problem.from_yaml("Isensee_JCB2018.yaml")
model_selection_parameter_df = petab.get_parameter_df("parameters_Isensee_JCB2018_model_selection.tsv")

petab_problem.parameter_df = petab.get_parameter_df(pd.concat([
# Remove the H1 parameters
petab_problem.parameter_df.query("model_selection_group != 'H1: different KD'"),
# Add the H2 and H3 parameters
model_selection_parameter_df.query("model_selection_group in ['H2: AC inhibition', 'H3: incomplete import']")
]))
```
32 changes: 18 additions & 14 deletions Benchmark-Models/Isensee_JCB2018/model_Isensee_JCB2018.xml
Original file line number Diff line number Diff line change
Expand Up @@ -97,16 +97,13 @@
<parameter metaid="KD_Fsk" id="KD_Fsk" value="14.2656743301721"/>
<parameter metaid="KD_H89" id="KD_H89" value="0.0480736009761681"/>
<parameter metaid="KD_IBMX" id="KD_IBMX" value="11.9768989891142"/>
<parameter metaid="KD_PDE_Csub" id="KD_PDE_Csub" value="0"/>
<parameter metaid="KD_cAMP" id="KD_cAMP" value="2.84986906175302"/>
<parameter metaid="PDE_total" id="PDE_total" value="1"/>
<parameter metaid="RII2_total" id="RII2_total" value="1"/>
<parameter metaid="kdeg_cAMP" id="kdeg_cAMP" value="1.00032978441703e-05"/>
<parameter metaid="kdeg_cAMP_free" id="kdeg_cAMP_free" value="7.35892283451732"/>
<parameter metaid="kdp_AC" id="kdp_AC" value="0"/>
<parameter metaid="kf_Fsk" id="kf_Fsk" value="999.991987450139"/>
<parameter metaid="kf_H89" id="kf_H89" value="0.000741493422675392"/>
<parameter metaid="kf_PDE_Csub" id="kf_PDE_Csub" value="0"/>
<parameter metaid="kf_RII_2__RII_C_2" id="kf_RII_2__RII_C_2" value="1.26077939273477"/>
<parameter metaid="kf_RII_C_2__RII_2" id="kf_RII_C_2__RII_2" value="0.0187262534054505"/>
<parameter metaid="kf_RII_C_2__RIIp_C_2" id="kf_RII_C_2__RIIp_C_2" value="0.0227841500487899"/>
Expand All @@ -119,25 +116,14 @@
<parameter metaid="ki_Rp8_pCPT_cAMPS_pAB" id="ki_Rp8_pCPT_cAMPS_pAB" value="9.24294887100985"/>
<parameter metaid="ki_Rp_cAMPS_pAB" id="ki_Rp_cAMPS_pAB" value="0.0163472838984393"/>
<parameter metaid="ki_Sp8_Br_cAMPS_AM" id="ki_Sp8_Br_cAMPS_AM" value="0.131083036712545"/>
<parameter metaid="kp_AC" id="kp_AC" value="0"/>
<parameter metaid="ks_AC_cAMP" id="ks_AC_cAMP" value="0.423299046028554"/>
<parameter metaid="xi_AC_cAMP_Fsk" id="xi_AC_cAMP_Fsk" value="640.551657640036"/>
<parameter metaid="xi_KD_Rp8_Br_cAMPS" id="xi_KD_Rp8_Br_cAMPS" value="0.040150612333366"/>
<parameter metaid="xi_KD_Rp8_pCPT_cAMPS" id="xi_KD_Rp8_pCPT_cAMPS" value="0.194630402579553"/>
<parameter metaid="xi_KD_Rp_cAMPS" id="xi_KD_Rp_cAMPS" value="0.163369645426461"/>
<parameter metaid="xi_KD_Sp8_Br_cAMPS" id="xi_KD_Sp8_Br_cAMPS" value="0.222276461349335"/>
<parameter metaid="xi_b_Rp8_Br_cAMPS" id="xi_b_Rp8_Br_cAMPS" value="0.0408695544562406"/>
<parameter metaid="xi_b_Rp8_pCPT_cAMPS" id="xi_b_Rp8_pCPT_cAMPS" value="0.0268897774883765"/>
<parameter metaid="xi_b_Rp_cAMPS" id="xi_b_Rp_cAMPS" value="0.607960299288444"/>
<parameter metaid="xi_b_Sp8_Br_cAMPS" id="xi_b_Sp8_Br_cAMPS" value="21.7551956731725"/>
<parameter metaid="xi_i_Rp8_Br_cAMPS_pAB" id="xi_i_Rp8_Br_cAMPS_pAB" value="1"/>
<parameter metaid="xi_i_Rp8_pCPT_cAMPS_pAB" id="xi_i_Rp8_pCPT_cAMPS_pAB" value="1"/>
<parameter metaid="xi_i_Rp_cAMPS_pAB" id="xi_i_Rp_cAMPS_pAB" value="1"/>
<parameter metaid="xi_i_Sp8_Br_cAMPS_AM" id="xi_i_Sp8_Br_cAMPS_AM" value="1"/>
<parameter metaid="xi_kf_RII_2__RII_C_2" id="xi_kf_RII_2__RII_C_2" value="0.0189295042137343"/>
<parameter metaid="xi_kf_RII_C_2__RII_2" id="xi_kf_RII_C_2__RII_2" value="0.811223214879921"/>
<parameter metaid="xi_pAC" id="xi_pAC" value="1"/>
<parameter metaid="xi_pPDE" id="xi_pPDE" value="1"/>
<parameter metaid="Fsk" id="Fsk" value="10" units="time" constant="false"/>
<parameter metaid="IBMXex" id="IBMXex" value="0" constant="false"/>
<parameter metaid="H89" id="H89" value="0" constant="false"/>
Expand All @@ -162,6 +148,24 @@
<parameter metaid="Sp8_Br_cAMPS_AM_time" id="Sp8_Br_cAMPS_AM_time" value="0" units="time"/>
<parameter metaid="fourABnOH_level" id="fourABnOH_level" value="0" units="substance"/>
<parameter metaid="fourABnOH_time" id="fourABnOH_incubation_time" value="0" units="time"/>
<!-- H1: different KD -->
<parameter metaid="xi_KD_Rp8_Br_cAMPS" id="xi_KD_Rp8_Br_cAMPS" value="0"/>
<parameter metaid="xi_KD_Rp8_pCPT_cAMPS" id="xi_KD_Rp8_pCPT_cAMPS" value="0"/>
<parameter metaid="xi_KD_Rp_cAMPS" id="xi_KD_Rp_cAMPS" value="0"/>
<parameter metaid="xi_KD_Sp8_Br_cAMPS" id="xi_KD_Sp8_Br_cAMPS" value="0"/>
<!-- H2: AC inhibition -->
<parameter metaid="xi_pAC" id="xi_pAC" value="0"/>
<parameter metaid="kp_AC" id="kp_AC" value="0"/>
<parameter metaid="kdp_AC" id="kdp_AC" value="0"/>
<!-- H3: incomplete import -->
<parameter metaid="xi_i_Rp8_Br_cAMPS_pAB" id="xi_i_Rp8_Br_cAMPS_pAB" value="0"/>
<parameter metaid="xi_i_Rp8_pCPT_cAMPS_pAB" id="xi_i_Rp8_pCPT_cAMPS_pAB" value="0"/>
<parameter metaid="xi_i_Rp_cAMPS_pAB" id="xi_i_Rp_cAMPS_pAB" value="0"/>
<parameter metaid="xi_i_Sp8_Br_cAMPS_AM" id="xi_i_Sp8_Br_cAMPS_AM" value="0"/>
<!-- H4: PDE inhibition -->
<parameter metaid="xi_pPDE" id="xi_pPDE" value="0"/>
<parameter metaid="kf_PDE_Csub" id="kf_PDE_Csub" value="0"/>
<parameter metaid="KD_PDE_Csub" id="KD_PDE_Csub" value="0"/>
</listOfParameters>
<listOfRules>
<assignmentRule metaid="CDMT00167" variable="Fsk">
Expand Down
112 changes: 51 additions & 61 deletions Benchmark-Models/Isensee_JCB2018/parameters_Isensee_JCB2018.tsv
Original file line number Diff line number Diff line change
@@ -1,61 +1,51 @@
parameterId parameterName parameterScale lowerBound upperBound nominalValue estimate objectivePriorType objectivePriorParameters
AC_total AC_{total} log10 1E-05 1000 1 0
KD_Fsk KD_{Fsk} log10 1E-05 1000 14.2805171742694 1 parameterScaleNormal 0.845098040014257;0.2
KD_H89 KD_{H89} log10 1E-05 1000 0.048074027232332 1 parameterScaleNormal -1.318758762624413;0.2
KD_IBMX KD_{IBMX} log10 1E-05 1000 11.960772655864 1 parameterScaleNormal 1.0;0.2
KD_PDE_Csub KD_{PDE,Csub} lin -5 3 0 0
KD_cAMP KD_{cAMP} log10 1E-05 1000 2.85002019924967 1 parameterScaleNormal 0.462397997898956;0.2
PDE_total PDE_{total} log10 1E-05 1000 1 0
RII2_total RII2_{total} log10 1E-05 1000 1 0
b_Calpha_global b_{Calpha,global} log10 0.001 1000 101.662732662228 1 parameterScaleNormal 2;0.1
b_pRII_global b_{pRII,global} log10 0.001 1000 99.7184671220999 1 parameterScaleNormal 2;0.1
kdeg_cAMP kdeg_{cAMP} log10 1E-05 1000 1.00000660182181E-05 1
kdeg_cAMP_free kdeg_{cAMP,free} log10 1E-05 1000 7.38363782272545 1
kdp_AC kdp_{AC} lin -5 3 0 0
kf_Fsk kf_{Fsk} log10 1E-05 1000 999.999958296064 1
kf_H89 kf_{H89} log10 1E-05 1000 0.000742716621349 1
kf_PDE_Csub kf_{PDE,Csub} lin -5 3 0 0
kf_RII_2__RII_C_2 kf_{RII_2,RII_C_2} log10 1E-05 100000 1.26446106685121 1
kf_RII_C_2__RII_2 kf_{RII_C_2,RII_2} log10 1E-05 1000 0.018746739843535 1
kf_RII_C_2__RIIp_C_2 kf_{RII_C_2,RIIp_C_2} log10 1E-05 1000 0.022767932816744 1
kf_RIIp_2__RII_2 kf_{RIIp_2,RII_2} log10 1E-05 1000 0.03230162532087 1
kf_RIIp_C_2__RII_C_2 kf_{RIIp_C_2,RII_C_2} log10 1E-05 1000 0.025703919542656 1
kf_RIIp_cAMP_C_2__RIIp_2 kf_{RIIp_cAMP_C_2,RIIp_2} log10 1E-05 1000 0.105283748414996 1
kf_cAMP kf_{cAMP} log10 1E-05 1000 0.501542412469253 1
ki_IBMX ki_{IBMX} log10 1E-05 1000 999.99999999947 1
ki_Rp8_Br_cAMPS_pAB ki_{Rp8,Br,cAMPS,pAB} log10 1E-05 1000 6.44560005260773 1
ki_Rp8_pCPT_cAMPS_pAB ki_{Rp8,pCPT,cAMPS,pAB} log10 1E-05 1000 9.3898794585472 1
ki_Rp_cAMPS_pAB ki_{Rp,cAMPS,pAB} log10 1E-05 1000 0.016320587381729 1
ki_Sp8_Br_cAMPS_AM ki_{Sp8,Br,cAMPS,AM} log10 1E-05 1000 0.131657936881857 1
kp_AC kp_{AC} lin -5 3 0 0
ks_AC_cAMP ks_{AC,cAMP} log10 1E-05 1000 0.423150583624568 1
rel_open rel_{open} log10 1E-05 1 0.232684484588385 1
s_Calpha_JI09_160201_Drg453_452_CycNuc s_{Calpha,JI09,160201,Drg453,452,CycNuc} log10 1E-5 1000 1 0
s_Calpha_global s_{Calpha,global} log10 1000 3162.27766016838 1758.15501421399 1
s_pRII_JI09_150302_Drg345_343_CycNuc s_{pRII,JI09,150302,Drg345,343,CycNuc} log10 0.001 1000 1.1029976101468 1 parameterScaleNormal 0;0.1
s_pRII_JI09_150330_Drg350_348_CycNuc s_{pRII,JI09,150330,Drg350,348,CycNuc} log10 0.001 1000 0.9067516915655 1 parameterScaleNormal 0;0.1
s_pRII_JI09_150330_Drg353_351_CycNuc s_{pRII,JI09,150330,Drg353,351,CycNuc} log10 0.001 1000 0.934506349283962 1 parameterScaleNormal 0;0.1
s_pRII_JI09_151102_Drg421_418_Age s_{pRII,JI09,151102,Drg421,418,Age} log10 0.001 1000 1.06693094665605 1 parameterScaleNormal 0;0.1
s_pRII_Western s_{pRII,Western} log10 0.1 100000 1.14849828435972 1
s_pRII_global s_{pRII,global} log10 1000 3162.27766016838 2206.77137565008 1
rho_Calpha_Microscopy \rho_{Calpha,Microscopy} log10 1E-05 1000 0.049753182233122 1
rho_pRII_Microscopy \rho_{pRII,Microscopy} log10 1E-05 1000 0.040685236621013 1
rho_pRII_Western \rho_{pRII,Western} log10 1E-05 1000 0.099334983213923 1
xi_AC_cAMP_Fsk \xi_{AC_{cAMP,Fsk} log10 1E-05 1000 642.370332155571 1
xi_KD_Rp8_Br_cAMPS \xi_{KD,Rp8,Br,cAMPS} log10 1E-05 100000 0.039962383560766 1 parameterScaleNormal 0;3
xi_KD_Rp8_pCPT_cAMPS \xi_{KD,Rp8,pCPT,cAMPS} log10 1E-05 100000 0.194212924719718 1 parameterScaleNormal 0;3
xi_KD_Rp_cAMPS \xi_{KD,Rp,cAMPS} log10 1E-05 100000 0.163047074866588 1 parameterScaleNormal 0;3
xi_KD_Sp8_Br_cAMPS \xi_{KD,Sp8,Br,cAMPS} log10 1E-05 100000 0.22324026500667 1 parameterScaleNormal 0;3
xi_b_Rp8_Br_cAMPS \xi_{b,Rp8,Br,cAMPS} log10 1E-05 100000 0.040559301141753 1 parameterScaleNormal 0;3
xi_b_Rp8_pCPT_cAMPS \xi_{b,Rp8,pCPT,cAMPS} log10 1E-05 100000 0.026684466293791 1 parameterScaleNormal 0;3
xi_b_Rp_cAMPS \xi_{b,Rp,cAMPS} log10 1E-05 100000 0.603928050380137 1 parameterScaleNormal 0;3
xi_b_Sp8_Br_cAMPS \xi_{b,Sp8,Br,cAMPS} log10 1E-05 100000 21.6150210996832 1 parameterScaleNormal 0;3
xi_i_Rp8_Br_cAMPS_pAB \xi_{i,Rp8,Br,cAMPS,pAB} log10 1E-05 1 1 0 parameterScaleNormal 0;3
xi_i_Rp8_pCPT_cAMPS_pAB \xi_{i,Rp8,pCPT,cAMPS,pAB} log10 1E-05 1 1 0 parameterScaleNormal 0;3
xi_i_Rp_cAMPS_pAB \xi_{i,Rp,cAMPS,pAB} log10 1E-05 1 1 0 parameterScaleNormal 0;3
xi_i_Sp8_Br_cAMPS_AM \xi_{i,Sp8,Br,cAMPS,AM} log10 1E-05 1 1 0 parameterScaleNormal 0;3
xi_kf_RII_2__RII_C_2 \xi_{kf_RII_2,RII_C_2} log10 1E-05 1 0.01893099823943 1 parameterScaleNormal -1.742435698117109;0.1
xi_kf_RII_C_2__RII_2 \xi_{kf_RII_C_2,RII_2} log10 1E-05 100000 0.810991675177056 1 parameterScaleNormal -0.062147906748844;0.1
xi_pAC \xi_{pAC} log10 0.001 1 1 0 parameterScaleNormal 0;3
xi_pPDE \xi_{pPDE} log10 1 1000 1 0 parameterScaleNormal 0.397940008672038;3
xi_rel_open \xi_{rel,open} log10 1E-05 1 0.749424660751357 1
parameterId parameterName parameterScale lowerBound upperBound nominalValue estimate objectivePriorType objectivePriorParameters model_selection_group
AC_total AC_{total} log10 1E-05 1000 1 0
KD_Fsk KD_{Fsk} log10 1E-05 1000 14.2805171742694 1 parameterScaleNormal 0.845098040014257;0.2
KD_H89 KD_{H89} log10 1E-05 1000 0.048074027232332 1 parameterScaleNormal -1.318758762624413;0.2
KD_IBMX KD_{IBMX} log10 1E-05 1000 11.960772655864 1 parameterScaleNormal 1.0;0.2
KD_cAMP KD_{cAMP} log10 1E-05 1000 2.85002019924967 1 parameterScaleNormal 0.462397997898956;0.2
PDE_total PDE_{total} log10 1E-05 1000 1 0
RII2_total RII2_{total} log10 1E-05 1000 1 0
b_Calpha_global b_{Calpha,global} log10 0.001 1000 101.662732662228 1 parameterScaleNormal 2;0.1
b_pRII_global b_{pRII,global} log10 0.001 1000 99.7184671220999 1 parameterScaleNormal 2;0.1
kdeg_cAMP kdeg_{cAMP} log10 1E-05 1000 1.00000660182181E-05 1
kdeg_cAMP_free kdeg_{cAMP,free} log10 1E-05 1000 7.38363782272545 1
kf_Fsk kf_{Fsk} log10 1E-05 1000 999.999958296064 1
kf_H89 kf_{H89} log10 1E-05 1000 0.000742716621349 1
kf_RII_2__RII_C_2 kf_{RII_2,RII_C_2} log10 1E-05 100000 1.26446106685121 1
kf_RII_C_2__RII_2 kf_{RII_C_2,RII_2} log10 1E-05 1000 0.018746739843535 1
kf_RII_C_2__RIIp_C_2 kf_{RII_C_2,RIIp_C_2} log10 1E-05 1000 0.022767932816744 1
kf_RIIp_2__RII_2 kf_{RIIp_2,RII_2} log10 1E-05 1000 0.03230162532087 1
kf_RIIp_C_2__RII_C_2 kf_{RIIp_C_2,RII_C_2} log10 1E-05 1000 0.025703919542656 1
kf_RIIp_cAMP_C_2__RIIp_2 kf_{RIIp_cAMP_C_2,RIIp_2} log10 1E-05 1000 0.105283748414996 1
kf_cAMP kf_{cAMP} log10 1E-05 1000 0.501542412469253 1
ki_IBMX ki_{IBMX} log10 1E-05 1000 999.99999999947 1
ki_Rp8_Br_cAMPS_pAB ki_{Rp8,Br,cAMPS,pAB} log10 1E-05 1000 6.44560005260773 1
ki_Rp8_pCPT_cAMPS_pAB ki_{Rp8,pCPT,cAMPS,pAB} log10 1E-05 1000 9.3898794585472 1
ki_Rp_cAMPS_pAB ki_{Rp,cAMPS,pAB} log10 1E-05 1000 0.016320587381729 1
ki_Sp8_Br_cAMPS_AM ki_{Sp8,Br,cAMPS,AM} log10 1E-05 1000 0.131657936881857 1
ks_AC_cAMP ks_{AC,cAMP} log10 1E-05 1000 0.423150583624568 1
rel_open rel_{open} log10 1E-05 1 0.232684484588385 1
s_Calpha_JI09_160201_Drg453_452_CycNuc s_{Calpha,JI09,160201,Drg453,452,CycNuc} log10 1E-5 1000 1 0
s_Calpha_global s_{Calpha,global} log10 1000 3162.27766016838 1758.15501421399 1
s_pRII_JI09_150302_Drg345_343_CycNuc s_{pRII,JI09,150302,Drg345,343,CycNuc} log10 0.001 1000 1.1029976101468 1 parameterScaleNormal 0;0.1
s_pRII_JI09_150330_Drg350_348_CycNuc s_{pRII,JI09,150330,Drg350,348,CycNuc} log10 0.001 1000 0.9067516915655 1 parameterScaleNormal 0;0.1
s_pRII_JI09_150330_Drg353_351_CycNuc s_{pRII,JI09,150330,Drg353,351,CycNuc} log10 0.001 1000 0.934506349283962 1 parameterScaleNormal 0;0.1
s_pRII_JI09_151102_Drg421_418_Age s_{pRII,JI09,151102,Drg421,418,Age} log10 0.001 1000 1.06693094665605 1 parameterScaleNormal 0;0.1
s_pRII_Western s_{pRII,Western} log10 0.1 100000 1.14849828435972 1
s_pRII_global s_{pRII,global} log10 1000 3162.27766016838 2206.77137565008 1
rho_Calpha_Microscopy \rho_{Calpha,Microscopy} log10 1E-05 1000 0.049753182233122 1
rho_pRII_Microscopy \rho_{pRII,Microscopy} log10 1E-05 1000 0.040685236621013 1
rho_pRII_Western \rho_{pRII,Western} log10 1E-05 1000 0.099334983213923 1
xi_AC_cAMP_Fsk \xi_{AC_{cAMP,Fsk} log10 1E-05 1000 642.370332155571 1
xi_b_Rp8_Br_cAMPS \xi_{b,Rp8,Br,cAMPS} log10 1E-05 100000 0.040559301141753 1 parameterScaleNormal 0;3
xi_b_Rp8_pCPT_cAMPS \xi_{b,Rp8,pCPT,cAMPS} log10 1E-05 100000 0.026684466293791 1 parameterScaleNormal 0;3
xi_b_Rp_cAMPS \xi_{b,Rp,cAMPS} log10 1E-05 100000 0.603928050380137 1 parameterScaleNormal 0;3
xi_b_Sp8_Br_cAMPS \xi_{b,Sp8,Br,cAMPS} log10 1E-05 100000 21.6150210996832 1 parameterScaleNormal 0;3
xi_kf_RII_2__RII_C_2 \xi_{kf_RII_2,RII_C_2} log10 1E-05 1 0.01893099823943 1 parameterScaleNormal -1.742435698117109;0.1
xi_kf_RII_C_2__RII_2 \xi_{kf_RII_C_2,RII_2} log10 1E-05 100000 0.810991675177056 1 parameterScaleNormal -0.062147906748844;0.1
xi_rel_open \xi_{rel,open} log10 1E-05 1 0.749424660751357 1
xi_KD_Rp8_Br_cAMPS \xi_{KD,Rp8,Br,cAMPS} log10 1E-05 100000 0.039962383560766 1 parameterScaleNormal 0;3 H1: different KD
xi_KD_Rp8_pCPT_cAMPS \xi_{KD,Rp8,pCPT,cAMPS} log10 1E-05 100000 0.194212924719718 1 parameterScaleNormal 0;3 H1: different KD
xi_KD_Rp_cAMPS \xi_{KD,Rp,cAMPS} log10 1E-05 100000 0.163047074866588 1 parameterScaleNormal 0;3 H1: different KD
xi_KD_Sp8_Br_cAMPS \xi_{KD,Sp8,Br,cAMPS} log10 1E-05 100000 0.22324026500667 1 parameterScaleNormal 0;3 H1: different KD
Original file line number Diff line number Diff line change
@@ -0,0 +1,11 @@
parameterId parameterName parameterScale lowerBound upperBound nominalValue estimate objectivePriorType objectivePriorParameters model_selection_group
xi_pAC \xi_{pAC} log10 0.001 1 1 1 parameterScaleNormal 0;3 H2: AC inhibition
kp_AC kp_{AC} log10 1E-5 1E3 0 1 H2: AC inhibition
kdp_AC kdp_{AC} log10 1E-5 1E3 0 1 H2: AC inhibition
xi_i_Rp8_Br_cAMPS_pAB \xi_{i,Rp8,Br,cAMPS,pAB} log10 1E-05 1 1 1 parameterScaleNormal 0;3 H3: incomplete import
xi_i_Rp8_pCPT_cAMPS_pAB \xi_{i,Rp8,pCPT,cAMPS,pAB} log10 1E-05 1 1 1 parameterScaleNormal 0;3 H3: incomplete import
xi_i_Rp_cAMPS_pAB \xi_{i,Rp,cAMPS,pAB} log10 1E-05 1 1 1 parameterScaleNormal 0;3 H3: incomplete import
xi_i_Sp8_Br_cAMPS_AM \xi_{i,Sp8,Br,cAMPS,AM} log10 1E-05 1 1 1 parameterScaleNormal 0;3 H3: incomplete import
xi_pPDE \xi_{pPDE} log10 1 1000 1 1 parameterScaleNormal 0.397940008672038;3 H4: PDE inhibition
kf_PDE_Csub kf_{PDE,Csub} log10 1E-5 1E3 0 1 H4: PDE inhibition
KD_PDE_Csub KD_{PDE,Csub} log10 1E-5 1E3 0 1 H4: PDE inhibition
2 changes: 1 addition & 1 deletion src/python/pyproject.toml
Original file line number Diff line number Diff line change
Expand Up @@ -27,7 +27,7 @@ dependencies = [
]

[project.optional-dependencies]
dev = ["ruff"]
dev = ["pre-commit", "pytest", "ruff"]

[project.scripts]
bmp-petablint = "benchmark_models_petab.check_petablint:main"
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