PBPK structural model in NONMEM!

5 messages 3 people Latest: Dec 29, 2009

PBPK structural model in NONMEM!

From: Ke Fang Date: December 13, 2009 technical
Dear all, I'm now developing a simple PBPK structural model in NONMEM. The input to the PBPK model was a i.m. injection, and the only output was the renal excretion. Because the drug was a long acting formulation, so I try to model the absorption into a fast phase and a slow phase. Now, here comes the problem. I don't know how to get DOSE into the model. Here is the control stream file: $PROB WBPBPK POPULATION MODEL$INPUT ID TIME CONC=DV AMT WT EVID CMT$DATA ...\PBPK.TXT IGNORE=#$SUBROUTINES ADVAN6 TOL=3$MODELCOMP = (LIV) ; 1 - LIVER COMPARTMENTCOMP = (KID) ; 2 - KIDNEY COMPARTMENTCOMP = (MUS) ; 3 - MUSCLE COMPARTMENTCOMP = (INJ) ; 4 - INJECTIONSITE COMPARTMENT RECEIVING DOSECOMP = (VEN) ; 5 - VENOUS COMPARTMENTCOMP = (OUT) ; 6 - KIDNEY EXCRETION COMPARTMENT$PK; ------------------------ TWO ABSORBTION PHASE-------------------- ;PHSF = 0.714 ; FAST PHASE ABSORPTION FRACTIONPHSS = 0.286 ; SLOW PHASE ABSORPTION FRACTIONKF = 0.032334 ; FAST PHASE ABSORPTION ABSORPTION RATEKS = 0.00835 ; SLOW PHASE ABSORPTION ABSORPTION RATE; ------------------------- BLOOD FLOWS (Q,L/HR) -------------------- ;QVEN = 2.049*WT ;L/H/KG;QLIV =QVEN*0.3053*(WT/25) ;L/H/KG;QKID =QVEN*0.1398*(WT/25) ;L/H/KG;QMUS =QVEN*0.2524*(WT/25) ;L/H/KG;QINJ = QVEN*0.2524*(0.5/WT/25) ;L/H/KG;;----------------------------TISSUE VOLUMES (V,L)----------------------;VLIV =0.0294*WT ;KG;VKID =0.004*WT ;KG;VMUS =0.4007*WT ;KG;VINJ =0.5 ;KG;VVEN =0.06*WT ;KG;;----------------------------PARTITION COEFFICIENTS-------------------;PLIV = EXP(THETA(2))PKID = EXP(THETA(3))PMUS = EXP(THETA(4));---------------------KIDNEY EXCRETION-------------------;TVEXCR=EXP(THETA(1))EXCR=TVEXCR*EXP(ETA(1))$DES;--------------------COMPARTMENT CONCENTRATIONS-------------------;C1 = A(1)/VLIVC2 = A(2)/VKIDC3 = A(3)/VMUSC4 = A(4)/VINJC5 = A(5)/VVENDADT(1)=QLIV*(C5-C1/PLIV)DADT(2)=(QKID*(C5-C2/PKID)-C2*EXCR)DADT(3)=QMUS*(C5-C3/PMUS)DADT(4)=(QINJ*(C5-C4/PMUS))DADT(5)=(QLIV*C1/PLIV+QKID*C2/PKID+QMUS*C3/PMUS+QINJ*C4/PMUS-QVEN*C5)DADT(6)=EXCR$ERRORY=A(3)/VMUS+EPS(1);------------------------------INITIAL ESTIMATES--------------------------------;$THETA(0,0.5) ; 1-EXCR$THETA(0,1.82,10) ; 2-PLIV$THETA(0,6.46,10) ; 3-PKID$THETA(0,0.486) ; 4-PMUS$OMEGA(0.5) ; 1-EXCR$SIGMA(1) ; 1-ERROR$EST PRINT=5 MAX=9990 POSTHOC SIGDIG=3 METHOD=1$COV MATRIX=R$TABLE ID TIME CONC WT AMT NOPRINT ONEHEADER FILE=PBPK.FIT Can anyone give some hint?Thanks in advance! Ke, Fang

RE: PBPK structural model in NONMEM!

From: Serge Guzy Date: December 13, 2009 technical
In NONMEM help, you can find information about CMT and I think NONMEM is using the same logic as SADAPT and PDX-MC-PEM. CMT specifies the number of the compartment into which the dose is introduced. Then based on that, when you construct your data set, if the dose is given in the fourth compartment, you just put cmt=4 at the time the dosing event occurs and evid must be set to 1 (may be not necessary with NONMEM but a must in the other programs). If you have only one single bolus dose, I guess you could use also the initial condition option available since NONMEM6 (in $PK for example, a dose of 1000 in compartment 4 could be defined by writing A_0(4)= 1000 ) but it is easier to just input the dose in the data set as it would work for both single, multiple doses and also dosing through infusion (The you use both the DOSE and the RATE DATA ITEMS). Using the data set ID TIME DOSE RATE EVID CMT 1 0 1000 0 1 4 Would put a dose of 1000 units in the fourth compartment (fourth differential equation). Best Regards; Serge Guzy; Ph.D President, CEO, POP_PHARM
Quoted reply history
From: [email protected] [mailto:[email protected]] On Behalf Of ke fang Sent: Saturday, December 12, 2009 10:28 PM To: nonmem usersgroup Subject: [NMusers] PBPK structural model in NONMEM! Dear all, I'm now developing a simple PBPK structural model in NONMEM. The input to the PBPK model was a i.m. injection, and the only output was the renal excretion.. Because the drug was a long acting formulation, so I try to model the absorption into a fast phase and a slow phase. Now, here comes the problem. I don't know how to get DOSE into the model. Here is the control stream file: $PROB WBPBPK POPULATION MODEL $INPUT ID TIME CONC=DV AMT WT EVID CMT $DATA ..\PBPK.TXT IGNORE=# $SUBROUTINES ADVAN6 TOL=3 $MODEL COMP = (LIV) ; 1 - LIVER COMPARTMENT COMP = (KID) ; 2 - KIDNEY COMPARTMENT COMP = (MUS) ; 3 - MUSCLE COMPARTMENT COMP = (INJ) ; 4 - INJECTIONSITE COMPARTMENT RECEIVING DOSE COMP = (VEN) ; 5 - VENOUS COMPARTMENT COMP = (OUT) ; 6 - KIDNEY EXCRETION COMPARTMENT $PK ; ------------------------ TWO ABSORBTION PHASE-------------------- ; PHSF = 0.714 ; FAST PHASE ABSORPTION FRACTION PHSS = 0.286 ; SLOW PHASE ABSORPTION FRACTION KF = 0.032334 ; FAST PHASE ABSORPTION ABSORPTION RATE KS = 0.00835 ; SLOW PHASE ABSORPTION ABSORPTION RATE ; ------------------------- BLOOD FLOWS (Q,L/HR) -------------------- ; QVEN = 2.049*WT ;L/H/KG; QLIV =QVEN*0.3053*(WT/25) ;L/H/KG; QKID =QVEN*0.1398*(WT/25) ;L/H/KG; QMUS =QVEN*0.2524*(WT/25) ;L/H/KG; QINJ = QVEN*0.2524*(0.5/WT/25) ;L/H/KG; ;----------------------------TISSUE VOLUMES (V,L)----------------------; VLIV =0.0294*WT ;KG; VKID =0.004*WT ;KG; VMUS =0.4007*WT ;KG; VINJ =0.5 ;KG; VVEN =0.06*WT ;KG; ;----------------------------PARTITION COEFFICIENTS-------------------; PLIV = EXP(THETA(2)) PKID = EXP(THETA(3)) PMUS = EXP(THETA(4)) ;---------------------KIDNEY EXCRETION-------------------; TVEXCR=EXP(THETA(1)) EXCR=TVEXCR*EXP(ETA(1)) $DES ;--------------------COMPARTMENT CONCENTRATIONS-------------------; C1 = A(1)/VLIV C2 = A(2)/VKID C3 = A(3)/VMUS C4 = A(4)/VINJ C5 = A(5)/VVEN DADT(1)=QLIV*(C5-C1/PLIV) DADT(2)=(QKID*(C5-C2/PKID)-C2*EXCR) DADT(3)=QMUS*(C5-C3/PMUS) DADT(4)=(QINJ*(C5-C4/PMUS)) DADT(5)=(QLIV*C1/PLIV+QKID*C2/PKID+QMUS*C3/PMUS+QINJ*C4/PMUS-QVEN*C5) DADT(6)=EXCR $ERROR Y=A(3)/VMUS+EPS(1) ;------------------------------INITIAL ESTIMATES--------------------------------; $THETA(0,0.5) ; 1-EXCR $THETA(0,1.82,10) ; 2-PLIV $THETA(0,6.46,10) ; 3-PKID $THETA(0,0.486) ; 4-PMUS $OMEGA(0.5) ; 1-EXCR $SIGMA(1) ; 1-ERROR $EST PRINT=5 MAX=9990 POSTHOC SIGDIG=3 METHOD=1 $COV MATRIX=R $TABLE ID TIME CONC WT AMT NOPRINT ONEHEADER FILE=PBPK.FIT Can anyone give some hint? Thanks in advance! Ke, Fang -- The information contained in this email message may contain confidential or legally privileged information and is intended solely for the use of the named recipient(s). No confidentiality or privilege is waived or lost by any transmission error. If the reader of this message is not the intended recipient, please immediately delete the e-mail and all copies of it from your system, destroy any hard copies of it and notify the sender either by telephone or return e-mail. Any direct or indirect use, disclosure, distribution, printing, or copying of any part of this message is prohibited. Any views expressed in this message are those of the individual sender, except where the message states otherwise and the sender is authorized to state them to be the views of XOMA.

RE: PBPK structural model in NONMEM!

From: Masoud Jamei Date: December 13, 2009 technical
Dear Ka To me one of main issues here is the identifiability of partition coefficients because you don't have any observations to uniquely estimate these parameters and there is not an observable relationship between renal excretion and partition coefficients either. In such cases incorporation of prior knowledge may be helpful, see: Langdon G, Gueorguieva I, Aarons L and Karlsson M (2007) Linking preclinical and clinical whole-body physiologically based pharmacokinetic models with prior distributions in NONMEM. Eur J Clin Pharmacol 63:485-498. ( http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=C itation&list_uids=17345074 &db=PubMed&dopt=Citation&list_uids=17345074). I noticed you have normalised weight to 25, are you subjects children? Please note that if this is the case then body composition and blood flow to organs change by age and weight; however you haven't considered eta for partition coefficients. Renal function is a big player for your drug and you may also need considering maturation of renal function in children: Rhodin MM, Anderson BJ, Peters AM, Coulthard MG, Wilkins B, Cole M, Chatelut E, Grubb A, Veal GJ, Keir MJ and Holford NH (2009) Human renal function maturation: a quantitative description using weight and postmenstrual age. Pediatr Nephrol 24:67-76. ( http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=C itation&list_uids=18846389 &db=PubMed&dopt=Citation&list_uids=18846389). In addition to incorporation of physiological knowledge into your model if you have any physicochemical or in vitro data you can still use such information. Your case as well as Paul Hutson case (Duration of Absorption Time From Depot (Gut) as Covariate posted on Friday) are good examples of joining bottom-up and top-down approaches, see: http://www.pkuk.org.uk/ContentImages/MasoudJamei.pdf. Regards Masoud
Quoted reply history
From: [email protected] [mailto:[email protected]] On Behalf Of ke fang Sent: 13 December 2009 06:28 To: nonmem usersgroup Subject: [NMusers] PBPK structural model in NONMEM! Dear all, I'm now developing a simple PBPK structural model in NONMEM. The input to the PBPK model was a i.m. injection, and the only output was the renal excretion.. Because the drug was a long acting formulation, so I try to model the absorption into a fast phase and a slow phase. Now, here comes the problem. I don't know how to get DOSE into the model. Here is the control stream file: $PROB WBPBPK POPULATION MODEL $INPUT ID TIME CONC=DV AMT WT EVID CMT $DATA ..\PBPK.TXT IGNORE=# $SUBROUTINES ADVAN6 TOL=3 $MODEL COMP = (LIV) ; 1 - LIVER COMPARTMENT COMP = (KID) ; 2 - KIDNEY COMPARTMENT COMP = (MUS) ; 3 - MUSCLE COMPARTMENT COMP = (INJ) ; 4 - INJECTIONSITE COMPARTMENT RECEIVING DOSE COMP = (VEN) ; 5 - VENOUS COMPARTMENT COMP = (OUT) ; 6 - KIDNEY EXCRETION COMPARTMENT $PK ; ------------------------ TWO ABSORBTION PHASE-------------------- ; PHSF = 0.714 ; FAST PHASE ABSORPTION FRACTION PHSS = 0.286 ; SLOW PHASE ABSORPTION FRACTION KF = 0.032334 ; FAST PHASE ABSORPTION ABSORPTION RATE KS = 0.00835 ; SLOW PHASE ABSORPTION ABSORPTION RATE ; ------------------------- BLOOD FLOWS (Q,L/HR) -------------------- ; QVEN = 2.049*WT ;L/H/KG; QLIV =QVEN*0.3053*(WT/25) ;L/H/KG; QKID =QVEN*0.1398*(WT/25) ;L/H/KG; QMUS =QVEN*0.2524*(WT/25) ;L/H/KG; QINJ = QVEN*0.2524*(0.5/WT/25) ;L/H/KG; ;----------------------------TISSUE VOLUMES (V,L)----------------------; VLIV =0.0294*WT ;KG; VKID =0.004*WT ;KG; VMUS =0.4007*WT ;KG; VINJ =0.5 ;KG; VVEN =0.06*WT ;KG; ;----------------------------PARTITION COEFFICIENTS-------------------; PLIV = EXP(THETA(2)) PKID = EXP(THETA(3)) PMUS = EXP(THETA(4)) ;---------------------KIDNEY EXCRETION-------------------; TVEXCR=EXP(THETA(1)) EXCR=TVEXCR*EXP(ETA(1)) $DES ;--------------------COMPARTMENT CONCENTRATIONS-------------------; C1 = A(1)/VLIV C2 = A(2)/VKID C3 = A(3)/VMUS C4 = A(4)/VINJ C5 = A(5)/VVEN DADT(1)=QLIV*(C5-C1/PLIV) DADT(2)=(QKID*(C5-C2/PKID)-C2*EXCR) DADT(3)=QMUS*(C5-C3/PMUS) DADT(4)=(QINJ*(C5-C4/PMUS)) DADT(5)=(QLIV*C1/PLIV+QKID*C2/PKID+QMUS*C3/PMUS+QINJ*C4/PMUS-QVEN*C5) DADT(6)=EXCR $ERROR Y=A(3)/VMUS+EPS(1) ;------------------------------INITIAL ESTIMATES--------------------------------; $THETA(0,0.5) ; 1-EXCR $THETA(0,1.82,10) ; 2-PLIV $THETA(0,6.46,10) ; 3-PKID $THETA(0,0.486) ; 4-PMUS $OMEGA(0.5) ; 1-EXCR $SIGMA(1) ; 1-ERROR $EST PRINT=5 MAX=9990 POSTHOC SIGDIG=3 METHOD=1 $COV MATRIX=R $TABLE ID TIME CONC WT AMT NOPRINT ONEHEADER FILE=PBPK.FIT Can anyone give some hint? Thanks in advance! Ke, Fang

Re: PBPK structural model in NONMEM!

From: Masoud Jamei Date: December 14, 2009 technical
Dear Ke To me one of main issues here is the identifiability of partition coefficients because you don’t have any observations to uniquely estimate these parameters and there is not an observable relationship between renal excretion and partition coefficients either. In such cases incorporation of prior knowledge may be helpful, see: Langdon G, Gueorguieva I, Aarons L and Karlsson M (2007) Linking preclinical and clinical whole-body physiologically based pharmacokinetic models with prior distributions in NONMEM. Eur J Clin Pharmacol 63:485-498. ( http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=Citation&list_uids=17345074 ). I noticed you have normalised weight to 25, are you subjects children? Please note that if this is the case then body composition and blood flow to organs change by age and weight; however you haven’t considered eta for partition coefficients. Renal function is a big player for your drug and you may also need considering maturation of renal function in children: Rhodin MM, Anderson BJ, Peters AM, Coulthard MG, Wilkins B, Cole M, Chatelut E, Grubb A, Veal GJ, Keir MJ and Holford NH (2009) Human renal function maturation: a quantitative description using weight and postmenstrual age. Pediatr Nephrol 24:67-76. ( http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&dopt=Citation&list_uids=18846389). In addition to incorporation of physiological knowledge into your model if you have any physicochemical or in vitro data you can still use such information. Your case as well as Paul Hutson case (Duration of Absorption Time From Depot (Gut) as Covariate posted on Friday) are good examples of joining bottom-up and top-down approaches, see: http://www.pkuk.org.uk/ContentImages/MasoudJamei.pdf. Regards Masoud
Quoted reply history
2009/12/13 ke fang <[email protected]> > Dear all, > > I'm now developing a simple PBPK structural model in NONMEM. The input to > the PBPK model was a i.m. injection, and the only output was the renal > excretion.. Because the drug was a long acting formulation, so I try to > model the absorption into a fast phase and a slow phase. Now, here comes the > problem. I don't know how to get DOSE into the model. Here is the control > stream file: > > $PROB WBPBPK POPULATION MODEL > $INPUT ID TIME CONC=DV AMT WT EVID CMT > $DATA ..\PBPK.TXT IGNORE=# > $SUBROUTINES ADVAN6 TOL=3 > $MODEL > COMP = (LIV) ; 1 - LIVER COMPARTMENT > COMP = (KID) ; 2 - KIDNEY COMPARTMENT > COMP = (MUS) ; 3 - MUSCLE COMPARTMENT > COMP = (INJ) ; 4 - INJECTIONSITE COMPARTMENT RECEIVING DOSE > COMP = (VEN) ; 5 - VENOUS COMPARTMENT > COMP = (OUT) ; 6 - KIDNEY EXCRETION COMPARTMENT > $PK > ; ------------------------ TWO ABSORBTION PHASE-------------------- ; > PHSF = 0.714 ; FAST PHASE ABSORPTION FRACTION > PHSS = 0.286 ; SLOW PHASE ABSORPTION FRACTION > KF = 0.032334 ; FAST PHASE ABSORPTION ABSORPTION RATE > KS = 0.00835 ; SLOW PHASE ABSORPTION ABSORPTION RATE > ; ------------------------- BLOOD FLOWS (Q,L/HR) -------------------- ; > QVEN = 2.049*WT ;L/H/KG; > QLIV =QVEN*0.3053*(WT/25) ;L/H/KG; > QKID =QVEN*0.1398*(WT/25) ;L/H/KG; > QMUS =QVEN*0.2524*(WT/25) ;L/H/KG; > QINJ = QVEN*0.2524*(0.5/WT/25) ;L/H/KG; > ;----------------------------TISSUE VOLUMES (V,L)----------------------; > VLIV =0.0294*WT ;KG; > VKID =0.004*WT ;KG; > VMUS =0.4007*WT ;KG; > VINJ =0.5 ;KG; > VVEN =0.06*WT ;KG; > ;----------------------------PARTITION COEFFICIENTS-------------------; > PLIV = EXP(THETA(2)) > PKID = EXP(THETA(3)) > PMUS = EXP(THETA(4)) > ;---------------------KIDNEY EXCRETION-------------------; > TVEXCR=EXP(THETA(1)) > EXCR=TVEXCR*EXP(ETA(1)) > $DES > ;--------------------COMPARTMENT CONCENTRATIONS-------------------; > C1 = A(1)/VLIV > C2 = A(2)/VKID > C3 = A(3)/VMUS > C4 = A(4)/VINJ > C5 = A(5)/VVEN > DADT(1)=QLIV*(C5-C1/PLIV) > DADT(2)=(QKID*(C5-C2/PKID)-C2*EXCR) > DADT(3)=QMUS*(C5-C3/PMUS) > DADT(4)=(QINJ*(C5-C4/PMUS)) > DADT(5)=(QLIV*C1/PLIV+QKID*C2/PKID+QMUS*C3/PMUS+QINJ*C4/PMUS-QVEN*C5) > DADT(6)=EXCR > $ERROR > Y=A(3)/VMUS+EPS(1) > ;------------------------------INITIAL > ESTIMATES--------------------------------; > $THETA(0,0.5) ; 1-EXCR > $THETA(0,1.82,10) ; 2-PLIV > $THETA(0,6.46,10) ; 3-PKID > $THETA(0,0.486) ; 4-PMUS > $OMEGA(0.5) ; 1-EXCR > $SIGMA(1) ; 1-ERROR > $EST PRINT=5 MAX=9990 POSTHOC SIGDIG=3 METHOD=1 > $COV MATRIX=R > $TABLE ID TIME CONC WT AMT NOPRINT ONEHEADER FILE=PBPK.FIT > > Can anyone give some hint? > Thanks in advance! > > Ke, Fang > >

RE: PBPK structural model in NONMEM!

From: Ke Fang Date: December 29, 2009 technical
Dear Masoud and Guzy, Thanks for your comments, and sorry for my late reply. I recode my control stream file and data file, but i'm not quite sure if it is appropriate. Please correct me if i was wrong! Thanks in advance! Here is the control stream. $PROB WBPBPK POPULATION MODEL $INPUT ID TIME CONC=DV AMT WT EVID CMT MDV $DATA ..\PBPK.TXT IGNORE=# $SUBROUTINES ADVAN8 TOL=3 $MODEL COMP = (LIV,NODOSE) ; 1 - LIVER COMPARTMENT COMP = (KID,DEFOBS,NODOSE) ; 2 - KIDNEY COMPARTMENT COMP = (MUS,NODOSE) ; 3 - MUSCLE COMPARTMENT COMP = (INJ,NODOSE) ; 4 - INJECTIONSITE COMPARTMENT RECEIVING DOSE COMP = (VEN,NODOSE) ; 5 - VENOUS COMPARTMENT COMP = (OUT,NODOSE) ; 6 - KIDNEY EXCRETION COMPARTMENT COMP = (PHSF) ; 7 - FAST PHASE COMP = (PHSS) ; 8 - SLOW PHASE COMP = (OTH,NODOSE) ; 9 - OTHER TISSUE $PK "FIRST " COMMON /PRCOMG/ IDUM1,IDUM2,IMAX " INTEGER IDUM1,IDUM2,IMAX " IMAX=100000 ; ------------------------ TWO ABSORBTION PHASE-------------------- ; KF = 0.32334 ; FAST PHASE ABSORPTION RATE KS = 0.0835 ; SLOW PHASE ABSORPTION RATE ; ------------------------- BLOOD FLOWS (Q,L/HR) -------------------- ; QVEN = 0.25*WT**0.75 ;L/H/KG; QLIV =QVEN*0.3053;L/H/KG; QKID =QVEN*0.1398;L/H/KG; QMUS =QVEN*0.2524 ;L/H/KG; QINJ = QVEN*0.2524*(0.5/WT) ;L/H/KG; QOTH=QVEN-QLIV-QKID-QMUS-QINJ ;----------------------------TISSUE VOLUMES (V,L)----------------------; VLIV =0.0294*WT ;KG; VKID =0.004*WT ;KG; VMUS =0.4007*WT ;KG; VINJ =0.5 ;KG; VVEN =0.06*WT ;KG; VOTH=WT-VLIV-VKID-VMUS-VINJ-VVEN ;----------------------------PARTITION COEFFICIENTS-------------------; PLIV = 1.94 PKID = 2.38 PMUS = 1.11 POTH = 0.05 ;---------------------KIDNEY EXCRETION-------------------; EXCR=(THETA(1))*EXP(ETA(1)) ;PLIV=THETA(2)*EXP(ETA(2)) ;PKID=THETA(3)*EXP(ETA(3)) ;PMUS=THETA(4)*EXP(ETA(4)) ;POTH=THETA(5)*EXP(ETA(5)) $DES ;--------------------COMPARTMENT CONCENTRATIONS-------------------; C1 = A(1)/VLIV ; CONCENTRATION IN LIVER C2 = A(2)/VKID ; CONCENTRATION IN KIDNEY C3 = A(3)/VMUS ; CONCENTRATION IN MUSCLE C4 = A(4)/VINJ ; CONCENTRATION IN INJECTION SITE C5 = A(5)/VVEN ; CONCENTRATION IN VENOUS C9 = A(9)/VOTH ; CONCENTRATION IN OTHER TISSUE DADT(1)=QLIV*(C5-C1/PLIV) DADT(2)=(QKID*(C5-C2/PKID)-A(2)*EXCR) DADT(3)=QMUS*(C5-C3/PMUS) DADT(4)=(KF*A(7)+KS*A(8)+QINJ*(C5-C4/PMUS)) DADT(5)=(QLIV*C1/PLIV+QKID*C2/PKID+QMUS*C3/PMUS+QINJ*C4/PMUS-QVEN*C5) DADT(6)=EXCR*A(2) DADT(7)=-KF*A(7) DADT(8)=-KS*A(8) DADT(9)=QOTH*(C5-C9/POTH) $ERROR Y=A(2)/VKID+EPS(1) ;------------------------INITIAL ESTIMATES------------------------------; $THETA(0.01,7.12) ; 1-EXCR ;$THETA(1,5.01) ; 2-PLIV ;$THETA(1,3.77) ; 3-PKID ;$THETA(0.2,0.758) ; 4-PMUS ;$THETA(0,0.0889) ; 5-POTH $OMEGA(0.09) ; 1-EXCR ;$OMEGA(0.09) ;$OMEGA(0.09) ;$OMEGA(0.09) ;$OMEGA(0.09) ;$OMEGA(0.09) $SIGMA(1) ; 1-ERROR $EST PRINT=5 MAX=9990 POSTHOC SIGDIG=7 METHOD=0 $COV MATRIX=R $TABLE ID TIME CONC WT AMT NOPRINT ONEHEADER FILE=PBPK.FIT Here is part of data file. #ID TIME CONC AMT WT EVID CMT MDV 1 0 0 492.66 22.3 1 7 1 1 0 0 197.34 22.3 1 8 1 1 24 52.462 0 22.3 0 2 0 2 0 0 492.66 22.4 1 7 1 2 0 0 197.34 22.4 1 8 1 2 72 7.704 0 22.4 0 2 0 Ke, Fang