[NMusers] More Levels of Random Effects

2008-10-15 Thread Denney, William S.
Hello, I'm trying to build a model where I need to have ETAs generated on separately for the ID and another variable (MACH). What I have is a PD experiment that was run on several different machines (MACH). Each machine appears to have a different slope per day and a different calibration. I st

RE: [NMusers] More Levels of Random Effects

2008-10-22 Thread Denney, William S.
model in the same way as > >>>> IOV. In the > >>>> case of intermachine-variability you would have to assume the > >>>> variability > >>>> between all machines are the same... Or would you rather assume > >>>> in

RE: [NMusers] Use of ADDL and II

2008-11-12 Thread Denney, William S.
Hi Batul, The first method should work-- I use it relatively often. Thanks, Bill From: [EMAIL PROTECTED] [mailto:[EMAIL PROTECTED] On Behalf Of Batul Parta Sent: Wednesday, November 12, 2008 10:36 AM To: nmusers@globomaxnm.com Subject: [NMusers] Use of ADDL

RE: [NMusers] Very small P-Value for ETABAR

2008-11-13 Thread Denney, William S.
Hi Jian, I would look for a covariate effect on that parameter. Thanks, Bill From: [EMAIL PROTECTED] [mailto:[EMAIL PROTECTED] On Behalf Of Jian Xu Sent: Thursday, November 13, 2008 10:16 AM To: nmusers@globomaxnm.com Subject: [NMusers] Very small P-Value fo

RE: [NMusers] Installation of PsN

2008-12-03 Thread Denney, William S.
Hi Hussain, The error as it states is that it cannot find g77. Where is g77 on your C drive (what directory), and what does your compiler section look like? Thanks, Bill From: [EMAIL PROTECTED] [mailto:[EMAIL PROTECTED] On Behalf Of Mulla Hussain - Senior P

[NMusers] Clinical PK Openings at Merck

2009-01-13 Thread Denney, William S.
Dear All: I'm writing to inform you that we continue to solicit CVs who are interested in pursuing entry-level and senior pharmacokineticist positions within the Department of Drug Metabolism at Merck Research Laboratories at our West Point, Pennsylvania location -- in fact, we are planning to exp

[NMusers] When is F1 Evaluated

2009-04-10 Thread Denney, William S.
Hello, When is F1 evaluated? I am working on a model with nonlinear bioavailability and I need to know if F1 is evaluated during the entire absorption process or if it is evaluated upon the dose entering the dosing compartment. Thanks, Bill Notice: This e-mail message, together with any attach

RE: [NMusers] PDx-Pop/NONMEM Line Character Limit?

2009-08-25 Thread Denney, William S.
Hi Susan, The simplest solution would be to split the line similar to: TVCL1=THETA(1)+THETA(7)*(VMLL-49827.76)+THETA(8)*(KML-96.226)+THETA(9)*( VLRP-5.659) TVCL=TVCL1+THETA(10)*(VLSP-83.615)+THETA(11)*(WT-76.638)+THETA(12)*(VLB- 6.778)+THETA(13)*(VLG-1.606) Have a good day, Bill _

RE: [NMusers] Install NONMEM on Linux cluster

2009-09-30 Thread Denney, William S.
Hi Naren, PsN (http://psn.sf.net) provides an interface to Sun grid engine. I've not used it personally, but I do use it with Torque, and generally, it's just a normal installation of NONMEM onto shared disk space and running in a shared disk space. There are no specific tricks when using with

RE: [NMusers] R/S+ nlme ODE

2009-11-23 Thread Denney, William S.
Hi Leonid, This is how to do it for fixed effects in R with a regular nlme model (I've not used nlmeODE). I don't have an example with generating new random variables. library(MASS) ## make a model named "model" here coef <- model$coefficients$fixed cov.matrix <- model$varFix new.coef <- as.data

RE: [NMusers] Generating Cmax at end of infusion

2010-04-06 Thread Denney, William S.
Hi Paul, If you have a row in your data file at TIME == DUR, then something like the following should work (you would need to have DUR on each row for this; there are other ways to do it that you don't have to have DUR on each row): $ERROR CMAX = 0 IPRE=F EDV=EXP(DV) W=1 IF(F.GT.0) W=F IRES=F-E

[NMusers] NONMEM 7 Bug with Verbatim Code

2010-07-01 Thread Denney, William S.
Hi, I have code where the ID is printed out in verbatim code for a model that worked fine with NM6, but it crashes NM7: ... $PK ... " PRINT*,ID ... The error is: WARNINGS AND ERRORS (IF ANY) FOR PROBLEM1 (WARNING 2) NM-TRAN INFERS THAT THE DATA ARE POPULATION. CREATING MUMODEL

[NMusers] Large Numbers of Compartments

2010-08-05 Thread Denney, William S.
Hello, I have a model where I will likely need between 130 and 150 compartments (it's a rich data set and many transit compartments, so it is probably estimable). When I was looking in SIZES, it indicated that the maximum number of compartments is 99; I was wondering if there is a way around this

[NMusers] NONMEM Virtualization

2010-09-19 Thread Denney, William S.
Hi, I know that this topic has come up from time to time, but I've not found a definitive word on using NONMEM in virtualized environments. If I've missed an old post here, please point me to the link I should have found. Specifically I have a few questions for people who have built virtualized

RE: [NMusers] FW: NM7.2 Parallelization and Virtualization

2010-09-22 Thread Denney, William S.
auer, Ph.D. Vice President, Pharmacometrics ICON Development Solutions Tel: (215) 616-6428 Mob: (925) 286-0769 Email: robert.ba...@iconplc.com Web: www.icondevsolutions.com ____________ From: Denney, William S. [mailto:william_den...@merck.com] Sent: Tuesday, September 21, 2010

[NMusers] Re: [NMusers] RE: [NMusers] Zähn eputzen VOR oder NACH dem Frühst ück? What comes first? BSV, BOV, or covariates?

2010-11-23 Thread Denney, William S.
Hi Jeroen, Jumping in a bit later, I agree generally with what has been said so far, but I do disagree with one point. I think that the models we work with tend to have local minima that cause us to find different "best models" depending on the path taken to get there. And, I brush after brea

RE: [NMusers] NONMEM 7.1.2 run time in Windows 7

2011-03-10 Thread Denney, William S.
Hi Santosh, One thing you didn't mention was the compiler. If you have an Intel compiler, things will typically run much faster. Thanks, Bill From: owner-nmus...@globomaxnm.com [mailto:owner-nmus...@globomaxnm.com] On Behalf Of Santosh Sent: Thursday, March 10, 2011 10:01 AM To: nm

Re: [NMusers] Problem with predicted values for peripherial compartment

2011-04-22 Thread Denney, William S.
Hi Istvan, The issue is that compartment 2 is your default observation (DEFOBS) compartment. In your $ERROR block, you need something like IF (CMT.EQ.2) IPRE=A(2)/V2 IF (CMT.EQ.4) IPRE=A(4)/V4 Y=IPRE*(1+ERR(1))+ERR(2) Note that this will assume the same error structure between the two compart

RE: [NMusers] Modeling concentration data with imprecise sampling time

2011-06-02 Thread Denney, William S.
Hi Michael, Another method to consider would be to fit the individuals who obviously were correctly sampled and then estimate the true infusion rate for the other individuals iteratively. * Subset data to IDs with correct sampling * Fit model to those individuals * Subset points for incorrect sam

RE: [NMusers] Irregular dosing time

2011-10-17 Thread Denney, William S.
Hi Min, For this data set, it's likely that there is not a large effect of a 60.9 hr dosing on the 176.93 hr sample (assuming that the half-life is relatively short as would be usually suggested by BID dosing. It looks like daylight savings time may have happened between the 48 and 60 hr time poi

Re: [NMusers] Choice of models

2012-01-23 Thread Denney, William S.
Hi Toufigh, I typically think that data quality decreases with phase and with sampling frequency. Given what you described below, I'd think that you're fighting data quality in the sparse, phase 3 studies, and with the parameters you're describing as having trouble, it seems to support that th

Re: [NMusers] Sensitive analysis

2012-02-18 Thread Denney, William S.
Hi Norman, With what you're asking, is the real question, "How sensitive is parameter x to changes in parameter y?" If so, the best method would probably be bootstrapping. In PsN, that can be done with the bootstrap command. An alternate could be likelihood profiling (llp in PsN), though the

Re: [NMusers] Sensitive analysis

2012-02-19 Thread Denney, William S.
Hi Norman, I don't know a simple way to do that analysis. Were I doing this, I'd code the model into R and loop over the parameters. LLP would probably get you closest within NONMEM tools that I'm aware of. You'd need to include Cmax and AUC in your output files, and them you would manually

RE: [NMusers] modeling of total concentration of two drugs with different kinetics in NONMEM

2012-04-25 Thread Denney, William S.
Hi Yaming, This simplifies things significantly. The first dose will (hopefully fully) define the PK of drug 1. The dose of drug 2 will be modeled as the sum of the two. Since you have only drug 1 at the beginning, you should be able to model the full time course with: F=A(2)/V2 + A(3)/V3

RE: [NMusers] VD as a fraction of another VD

2012-05-21 Thread Denney, William S.
Hi Orlando, This is somewhat dependent on how exactly you want the fraction to be coded. Most likely, you want to restrict the volume to be positive and not bounded between 0 and 1 (i.e. it is ≥0). Given that, you can define V3 as: V3=EXP(THETA(8))*V1 You would then just exponentiate THETA(8

[NMusers] NONMEM 7.1.2 .ext File

2012-05-22 Thread Denney, William S.
Hi, I've hit an issue with the .ext file generated by NM7.1.2. It appears that if the estimation fails (message below), the .ext file doesn't get the header with the parameter values: Estimation failure message: 0PROGRAM TERMINATED BY OBJ ERROR IN OBJ2 WITH INDIVIDUAL 1 ID= 1.0

RE: [NMusers] Plasma and Urine data

2012-08-08 Thread Denney, William S.
Hi Norman, I believe that you can use the standard ADVAN routines by putting the urine as the excretion compartment (e.g. CMT = 3 for ADVAN3). What you would do is: * Put an EVID=2 with CMT=3 at TIME 0 for each subject (to turn on the output compartment), * Put a row with EVI

Re: [NMusers] WT as significant covariate on peripheral volume

2012-08-12 Thread Denney, William S.
Hi Ayyappa, As Sven mentioned, it would make the most sense for it to be a significant covariate on both central and peripheral volumes. Just because the objective function value drops more doesn't mean that you shouldn't include the effect of weight on central volume in your final model. The

Re: [NMusers] Intel vs AMD

2012-08-12 Thread Denney, William S.
Hi Martin, At an arbitrary level of precision, there will likely be differences [1]. These differences are unlikely to affect any model results to a notable degree. When I've done testing previously with different compilers, processors, and platforms, changing compilers (gcc vs ifortran) made

RE: [NMusers] Time-varying PK DURING the course of study

2012-08-30 Thread Denney, William S.
Hi Khaled, You can simply include age as a new column. The complexity is that the solution will change at the time that the row happens. So, if the change in age between rows in the table is small relative to the total covariate effect (like age changes from 20 to 21 which makes a 1% change i

Re: [NMusers] single-patient AUC

2012-09-01 Thread Denney, William S.
Hi Markus, Typically, AUCs are calculated using software like WinNonlin because it is both simpler and more objective (the model is simple and specified a priori). Generally, the model is just used as the linear-up, log-down trapezoidal rule with personal (or corporate) preferences on handling

RE: [NMusers] Number of significant digits in final estimate.

2012-10-10 Thread Denney, William S.
Hi Xavier and Kyun-Seop, I was hoping to have a more satisfactory answer as well, but it's good to have the real answer. I have always looked at nsig as a general marker of stability while I think of the actual number of significant digits in the final answer as related to the RSE of the param

Re: [NMusers] Different EBE estimation between original and enriched dataset with MDV=1

2012-11-23 Thread Denney, William S.
Hi Pascal, In addition to Leonid's answer, if you have time-varying covariates and aren't explicitly computing the current value in the $DES block and are interpolating them (with something other than LOCF), that could explain the difference. The reason would be that NONMEM only resets the val

Re: [NMusers] Additive residual error

2013-02-11 Thread Denney, William S.
Hi Siwei, In a similar situation previously, I've found fixing the additive error to a small value (~= 0.0001*LOQ) has provided a work-around for this. It usually arises from a zero measurement needing to be nonzero for estimation purposes. A better fix is to use the M2 method which should lo

Re: [NMusers] seeking help on NONMEM code for simulation of Repeated Time to Event Data

2013-04-03 Thread Denney, William S.
Hi Yaming, In a general sense, the two things that you're wanting to do are likely straight-forward with NONMEM. For the dosing, as long as you're dosing at the same time and its the dose amount that is changing, you can make F1 dependent on your event (e.g. to stop dosing after the event, set

Re: [NMusers] refernce period bayesian estimates "carried-forward"

2013-05-14 Thread Denney, William S.
Hi István, Because the parameter selected for the reference period will affect the fitting in all periods, I think that the only way to do what you're wanting will be to fit just the reference period and then merge the resulting Ka into your data set and use that instead of fitting it. A more

Re: [NMusers] rounding issues with PK data

2013-06-10 Thread Denney, William S.
Hi Nele, For the first point, if you have values that are rounded like that and you will be mixing rounded and non-rounded values, then the simplest way to handle it would be to have a different additive error term for measurements that were or were not subject to the rounding. A more complex

RE: [NMusers] if-the-statement for 3 class categorical covariate

2013-07-25 Thread Denney, William S.
Hi Bernard, Try using just IF statements instead of including the ELSE IF and END IF like this: IF (GENE.EQ.3) THEN CL = THETA(1)* EXP(ETA(1)) ;GG IF (GENE.EQ.2) THEN CL = THETA(6)* EXP(ETA(3)) ;GT IF (GENE.EQ.1) THEN CL = THETA(7)* EXP(ETA(4)) ;TT IF (GENE.EQ.4) THEN CL = THETA(7)* EXP(ETA(4))

Re: [NMusers] Reducing ETAs actually decreased OFV

2013-08-12 Thread Denney, William S.
Hi Xinting, In a few rare cases, I've seen this happen if the model is approaching nonconvergence. In those cases, typically the RSE on one or more parameters will increase and the ratio of max to min eigenvalues will increase substantially. Are you seeing either of these? Thanks, Bill On

RE: [NMusers] In real life

2013-08-13 Thread Denney, William S.
Hi Siwei, Biases can definitely come from multiple sources including model mis-specification (as you noted with #1 below). There are multiple methods that you can use to assess the improvement of the model which may include using prior information (a prior statement for the parameters reported

RE: [NMusers] Time-varing covariate

2013-08-23 Thread Denney, William S.
Hi Siwei, If you are using an algebraic model (i.e. no differential equations), then you can simply include it in your equation: e.g. assuming that SBP is systolic blood pressure in your original data set: EFF=THETA(1)+SBP*THETA(2) If you have a differential equation model and you want the tim

Re: [NMusers] Reducing ETAs actually decreased OFV

2013-08-25 Thread Denney, William S.
*EXP(ETA(4)) S2=V2/1000 S3=V3/1000 $ERROR IPRE=F IRES=DV-IPRE W=F IF(W.EQ.0) W = 1 IWRE = IRES/W Y=F*(1+EPS(1))+EPS(2) Best Regards On 12 August 2013 20:50, Denney, William S. mailto:william.s.den...@pfizer.com>> wrote: Hi Xinting, In a few rare cases, I've seen this happen i

RE: [NMusers] Reducing ETAs actually decreased OFV

2013-08-26 Thread Denney, William S.
From: Xinting Wang [mailto:wxinting1...@gmail.com] Sent: Monday, August 26, 2013 9:27 AM To: Leonid Gibiansky Cc: nmusers@globomaxnm.com; Denney, William S. Subject: Re: [NMusers] Reducing ETAs actually decreased OFV Dear Bill, Appreciate your reply a lot. The issue is from KA. Adding KA or no

Re: [NMusers] PRED capped

2014-02-23 Thread Denney, William S.
Hi Markus, I assume that by "capped" you mean that there is one value that shows up repeatedly as the maximum value. Given your model below without seeing the data, there are no covariates in the model to allow for differences between individuals without etas (that come with IPRED). If you ar

Re: [NMusers] call random: 372 "R" IN CALL RANDOM MAY NOT BE USED GLOBALLY IN ANOTHER BLOCK.

2014-03-26 Thread Denney, William S.
Hi Pavel, Perhaps try a variable name other than "R". The error suggest that it is a reserved name that cannot be reused. Thanks, Bill On Mar 26, 2014, at 18:52, "Pavel Belo" mailto:non...@optonline.net>> wrote: Hello NONMEM73 Users, I try to use call random: $PK IF (ICALL.EQ.4.AND.NEWIND

RE: [NMusers] Simulation returns negative CP values

2014-04-07 Thread Denney, William S.
Hi Matthew, It looks like you're going to some rather extreme efforts to achieve your goal, and dependent on your assay, having negative CP values may not be wrong. For the negative CP values, usually a PK assay has a component of both additive and either proportional or exponential error from

RE: [NMusers] Logic Expression in $DATA: ACCEPT or IGNORE

2014-11-18 Thread Denney, William S.
Hi Xinting, I’ve worked with these types of statements a good bit, and my personal preference is to add a column to the data set that makes the selection simpler (e.g. set it to 1 if (A == 1 or A == 2) and B < 100). Last I knew, it wasn’t possible to do an “AND” in an ignore statement (and che

RE: [NMusers] Genotype data missing in some individuals

2014-11-19 Thread Denney, William S.
Hi SoJeong, I agree with Leonid here on the value of the mixture model. With potentially subtle changes, mixture models can be very difficult. One way that I've had luck previously with a similar approach is to make "unknown genotype" a separate category and then to fit a parameter that is fr

[NMusers] RE: IIV on res error

2015-01-16 Thread Denney, William S.
Hi Yuma, IIV on residual error is effectively compound symmetry. What it is saying is that "some subjects are more variable than others" without suggesting a reason why. Your model below incorporates additive error, and you don't have IIV on F1, so in your case, this ETA on EPS could be one o

Re: [NMusers] PSN error

2015-02-07 Thread Denney, William S.
Hi Ravi, Does the file "C:\COMBINED_PK_PD_Feb3rd.CSV" exist? I'm guessing that you didn't mean to load the file from the root directory of your C: drive. Check the file location in your model file. Thanks, Bill On Feb 6, 2015, at 11:55, "Singh,Ravi Shankar" mailto:ravi.si...@ufl.edu>> wrot

Re: [NMusers] IGNORE under $DATA ignored

2015-03-08 Thread Denney, William S.
Hi Xinting, It looks like your data file has quotes in it instead of just character data. You could confirm this in Linux with the head command (head data.csv). The fix is to use quote=FALSE in your call to write.csv in R. Thanks, Bill On Mar 9, 2015, at 0:04, "Xinting Wang" mailto:wxintin

[NMusers] ISoP New England Local Event

2015-04-27 Thread Denney, William S.
Join the ISoP New England Local Events Committee for an evening of learning and networking. On April 30, 2015 the group will be hosting the ISoP New England Greatest Hits Poster Event at Takeda Pharmaceuticals in Cambridge, MA. This will be an excellent opportunity to show your work, and see w

[NMusers] Final Reminder- ISoP New England Local Event

2015-04-29 Thread Denney, William S.
Join the ISoP New England Local Events Committee for an evening of learning and networking. On April 30, 2015 the group will be hosting the ISoP New England Greatest Hits Poster Event at Takeda Pharmaceuticals in Cambridge, MA. This will be an excellent opportunity to show your work, and see w

[NMusers] ISoP New England Social Gathering - June 11, 2015 - Asgard

2015-05-20 Thread Denney, William S.
Dear all, There will be another ISoP social event at the Asgard (350 Mass Ave, Cambridge MA) on Thursday June 11 at 5:30pm. This event will be informal and we'll each be responsible for our own tab. I also wanted to let you know that for organizational purposes, we've created a few new tools.

[NMusers] RE: Dataset coding for baseline endogenous substance

2015-05-26 Thread Denney, William S.
Hi Brady, Generally, you will just include the baseline measurement as time=0 and then reference all other times from that time. So, if your baseline value was drawn at 8AM on day 1 while the first dose was at 10AM, just set the baseline time as 0 and the first dose time as 2 (also assuming th

RE: [NMusers] Time 'T' in $Error

2015-07-27 Thread Denney, William S.
Hi Katrin, $ERROR is executed once per data row. The time when $ERROR is run is the TIME value (the discrete times of the measurement). For this specific example, you can just use TIME. You will need to code your $DES block so that what you're wanting to integrate as a function of time is in

Re: [NMusers] Incorporating standard deviation (SD) on fitted mean values

2015-11-19 Thread Denney, William S.
Hi Ahmad, I agree with Nick, you will want to weight your precision by the inverse standard error. More generally, you are doing a model-based meta-analysis. When I was first learning about it, a book that I found very informative and readable was "Introduction to Meta-Analysis" by Borenstein

RE: [NMusers] PRED for BLQ-like observations

2015-11-20 Thread Denney, William S.
Hi Pavel, The easiest way that I know is to generate your data file with one set of rows for estimation with M3 and another row just above or below with MDV=1. NONMEM will then provide PRED and IPRED in the rows with MDV=1. Thanks, Bill From: owner-nmus...@globomaxnm.com [mailto:owner-nmus..

Re: [NMusers] PRED for BLQ-like observations

2015-11-20 Thread Denney, William S.
ll be something like $EST MAXEVALS= SIG=3 NOABORT PRINT=1 SORT CONSTRAIN=5 METHOD=SAEM NBURN=0 NITER=0 POSTHOC INTERACTION LAPLACIAN GRD=TG(1-7):TS(8-9) CTYPE=3 CINTERVAL=10 I guess the best future way is modify something in NONMEM so there is an option to provide only PRED in the PRED column (

[NMusers] ISoP New England - December 10 - Asgard Social Event

2015-12-03 Thread Denney, William S.
Dear NMUSERS, Next Thursday at 5:30pm, come enjoy the ISoP New England social at The Asgard in Cambridge, MA! Come enjoy a drink, socialize with your pharmacometrics peers, and chat about the best of 2015 and excitement for 2016. The details are: When: Thursday, December 10 at 5:30pm Where: T

RE: [NMusers] Confidence interval calculations

2015-12-10 Thread Denney, William S.
Hi Dennis, For this, I’d bootstrap it, apply the function to the bootstrapped results, and use that as your CI. For more specific steps: Assuming that: THETA(1) = intercept THETA(2) = slope THETA(3) = value at saturation LOW = THETA(1) + THETA(2)*Cp HIGH= THETA(3) IF (LOW.LT.HIGH) Y = LOW IF (

Re: [NMusers] unbalanced data set

2016-01-06 Thread Denney, William S.
Hi Zheng, I'll take an intermediate view between Joachim and Nick. The rich data from Phase 1 provides the ability to define the structural model and a few of the important covariates. The control of Phase 1 gives precision that cannot be achieved in Phase 2 or 3 studies. But, there are usual

[NMusers] RE: Parameter Uncertainty and Covariate effects

2016-01-12 Thread Denney, William S.
Hi Sven, As Mats said, you need to account for correlation between parameters. Using uncorrelated parameters, you will have all the issues discussed below (high variability on the second population). For model building, you could do the following to minimize that correlation and have the vari

Re: [NMusers] NONMEM code verification

2016-01-22 Thread Denney, William S.
Hi, Adding to Suruchi, one issue I have encountered in the past when working with complex or mathematically stiff models is that different integrators occasionally give different results. This will usually show up as instability of one of the integrators (big jumps up and down on a percent bas

[NMusers] ISoP-NE Feb 4 Social Gathering at the Asgard

2016-01-25 Thread Denney, William S.
Hello, The New England chapter of ISoP is hosting a gathering at The Asgard (350 Massachusetts Ave, Cambridge, MA 02139) on February 4 from 5-7pm. This event was part of democracy in action, Andy Stein organized a Google Doodle poll to help choose the location. We would love to see you ther

Re: [NMusers] Additional predicted levels (EVID=2) changed objective function values

2016-02-15 Thread Denney, William S.
Hi Zheng, My first guess is that you have a time-varying covariate in your data set, and the way that NONMEM handles time varying covariates in the data set is that they are kept fixed until an instantaneous change when the new record appears. If your EVID=2 records change the interpretation o

[NMusers] RE: nonmem question regarding condition number

2016-03-24 Thread Denney, William S.
Hi Laureen, Large condition numbers (typically interpreted as >1000) indicate that two or more parameters in the model are highly correlated in their covariance and that the model parameters are difficult to identify. Given your description below, I would not suggest using the 3-compartment mo

[NMusers] Fwd: Join Us on March 31 forthe ISoP New England Tools and Poster Day

2016-03-28 Thread Denney, William S.
[https://insp.memberclicks.net/assets/site/isop.png] ISoP New England Tools and Poster Day March 31, 2016 Come join us March 31 for three interesting updates on Pharmacometric/QSP "Tools of the Trade" (yes, it's coming right up!) plus bring your recent posters for an encore presentation of "r