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Comment: Some updates to models.

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For more details on ARM, see the ADaMIG and the Analysis Results Metadata (ARM) v1.0 for Define-XML v2.0 (https://www.cdisc.org/standards/foundational/adam).

Table 1. A simple comparison of change by treatment groups over one year.

Display

Table 14.xx.xx Percent Change in Left Ventricular Ejection Fraction Over 1 Year

Analysis ResultComparison of Percent Change of Ejection Fraction for the Treatment Groups (1 Year)
Analysis Variables(s)PCHG
Analysis ReasonPrimary efficacy endpoint as prespecified in the SAP
Analysis PurposePrimary outcome measure

Data References

(incl. selection criteria)

PARAMCD = "LVEFC"

Where ITTFL = "Y" and AVISITN = 26;

Documentation

Comparison of Means with 95% confidence interval

Programming Statements 

(Add programming language statements here: SAS, R, etc.)

/* Subset the data */

DATA ONE;

SET ADCVCMR;

Where ITTFL = "Y" and AVISITN = 2;

RUN;

PROC MEANS DATA=ADCVCMR ONE MEAN STD MEDIAN printalltypes maxdec=3 ;

CLASS TRT01P;

VAR LVEF;  /*  Could add RVEF here as well */

RUN;


Table 2, ADD SOME COVARIATES TO THE MODEL. This table demonstrates a model over multiple time points, adding some of the covariates that were retained in the analysis dataset.

Display

Table 14.xx.xx Percent Change in Left Ventricular Ejection Fraction Over Time (Yearly)

Analysis ResultComparison of Percent Change of Ejection Fraction for the Treatment Groups Over Time ( yearly)
Analysis Variables(s)PCHG
Analysis ReasonPrimary efficacy endpoint as prespecified in the SAP
Analysis PurposePrimary outcome measure

Data References

(incl. selection criteria)

PARAMCD = "LVEFC"

Where ITTFL = "Y"

Documentation

 The mixed model using lsmeans to compare treatment groups

Programming Statements 

(Add programming language statements here: SAS, R, etc.)

/* Note that PCHG is only computed post-baseline, so subset for the yearly visits, i.e. 6, 12, 18 etc. */

DATA TWO;

SET ADCVCMR;

IF PARAMCD = "LVEFC"; /* Subset by param, as there are two parameters with CHG calculated*/

Where ITTFL = "Y" and AVISITN = 2;

RUN;


PROC MIXED DATA=ADCVNTP;

CLASS STUYDID TRT01P AVISITN;

MODEL PCHG=AVISITN*

PROC MIXED DATA=ADCVNTP;

CLASS STUYDID TRT01P AVISITN;

MODEL PCHG=AVISITN*TRT01P/Solution;

RANDOM INTERCEPT / SUBJECT=STUYDID TYPE=UN;

LSMEANS TRT01P*AVISITN/ CL PDIFF;

RUN;


Move to table 3  This example uses the dataset ADCVNTP, selecting for the parameter "N-Terminal ProB-type Natriuretic Peptide (IU/L)".

Display

Table 14.xx.xx Percent change in NTproBNP over a period of time (yearly)1 Year

Analysis ResultComparison of Percent Change of NTproBNP for the Treatment Groups Over Time (yearly)a period of time.
Analysis Variables(s)PCHG
Analysis ReasonPrimary efficacy endpoint as prespecified in the SAP
Analysis PurposePrimary outcome measure

Data References

(incl. selection criteria)

PARAMCD = "BNPPRONT"

Where ITTFL = "Y" AND AVISIT GE 6;

Documentation

 The mixed model using lsmeans to compare treatment groups

Programming Statements 

(Add programming language statements here: SAS, R, etc.)

PROC MIXEDMEANS DATA=ADCVNTP;

WHERE PARAMCD = "BNPPRONT";

CLASS STUYDID TRT01P AVISITN;

MODEL PCHG=AVISITN*TRT01P/Solution;

RANDOM INTERCEPT / SUBJECT=STUYDID TYPE=UN;

ADCVCMR MEAN STD MEDIAN maxdec=3;

CLASS TRT01P;

BY VISIT;

VAR BNPPRONT;  LSMEANS TRT01P*AVISITN/ CL PDIFF;

RUN;

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