Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

...

Definexmltable
DatasetADSL
LevelVariable
PurposeAnalysis
NameVariable
Variable NameVariable LabelTypeCodelist/Controlled Terms/FormatSourceDerivation/Comment
STUDYIDStudy IdentifierChar

DM.STUDYID


USUBJIDUnique Subject IdentifierChar

DM.USUBJID


BRTHDTDate of BirthNumdate9.

ADSL.BRTHDTC

Convert BRTHDTC from ISO 8601 format to numeric date. (Note that if exact date is not found then use two variables to capture year and month.)
TRTSDTDate of First Exposure to TreatmentNumdate9.
Date portion of DM.RFSTDTC converted to numeric and displayed in a format such as DATE9.
TRT01P

Planned Treatment for Period 01

CharTreatment AADSL.TRT01PFor this example we are using "Treatment A". In a Real World Evidence study this could be non-treatment related, e.g. "Group A".

ITTFL

Intent-To-Treat Population Flag

Char

Y; N

ADSL.ITTFL

Derive the intent-to-treat population as per the protocol and SAP.BSABASEBody Surface Area (m2) at BaselineNumADSL.BSABASE

Set to VS.VSSTRESN in ADSL where VS.VSTESTCD = "BSA" and select for baseline visit.

ACEINHFL

ACE Inhibitor Medications Flag

Char

Y


Select a list of ACE inhibitor medications from concomitant medications (CM) domain, and from treatment (EX or EC) domains. Code "Y" if the medication was taken during the study. Can be used to subset or to exclude the population who took ACE inhibitors.

...

Definexmltable
DatasetADCVNTP
LevelVariable
PurposeAnalysis
NameVariable
BSABASEBody Surface Area m2 BaselineCompute in ADSL VSTESTCD BSA
Variable NameVariable LabelTypeCodelist/Controlled Terms/FormatSourceDerivation/Comment
STUDYIDStudy IdentifierChar

CV.STUDYID


USUBJIDUnique Subject IdentifierChar

CV.USUBJID

Select for records with RE data.
ASEQAnalysis Sequence NumberNum

CV.CVSEQ

Number records 1 to n after sorting by keys.
BRTHDTDate of BirthNumDate9.

ADSL.BRTHDTC

Convert BRTHDTC from ISO 8601 format to numeric date. (Note that if exact date is not found then use two variables to capture year and month.)
TRT01P

Planned Treatment for Period 01

CharTreatment AADSL.TRT01P

ITTFL

Intent-To-Treat Population Flag

Char

Y; N

ADSL.ITTFL


HEIGHTV

Height (

cm) at

Visit

Num

ADSL.BSABASE



Set to VS.VSSTRESN where VS.

VSTEST = "

HEIGHT" and merge by visit.

WEIGHTV

Weight (kg) at Visit

Num



Set to VS.VSSTRESN where VS.VSTEST = "WEIGHT" and merge by visit.

ACEINHFL

ACE Inhibitor Medications Flag

Char

Y

Select a list of ACE inhibitor medications from concomitant medications (CM) domain, and from treatment (EX or EC) domains. Code "Y" if the medication was taken during the study. Can be used to subset or to exclude the population who took ACE inhibitors.

BSABody Surface Area (m2) by VisitNum



Compute from VS.HEIGHT and VS.WEIGHT fromHEIGHTV and WEIGHTV by visit, using the Du Bois method. BSA = 0.007184 × W0.425 × H0.725

Note that there are multiple methods and the study protocol should describe which one to use (e.g., Mosteller, Haycock, Gehan & George, Boyd, Fujimoto, Takahira, and Schlich)Takahira, and Schlich).

ACEINHFL

ACE Inhibitor Medications Flag

Char

Y


Select a list of ACE inhibitor medications from concomitant medications (CM) domain, and from treatment (EX or EC) domains. Code "Y" if the medication was taken during the study. Can be used to subset or to exclude the population who took ACE inhibitors.

PARAMParameterChar

Left Ventricular Ejection Fraction, Calculated (%);

Right Ventricular Ejection Fraction, Calculated (%);

N-Terminal ProB-type Natriuretic Peptide (pg/mL)


For tests from CV, set to the values of CV.CVTEST plus CV.CVTESTU with spaces and parentheses as shown. 

For tests from LB, set to the value of LB.LBTEST plus LB.LBTESTU with spaces and parentheses as shown. 

PARAMCDParameter CodeChar

LVEFC;

RVEFC;

BNPPRONT


If CV.CVTESTCD = "LVEF_C" then PARAMCD = "LVEFC"

If CV.CVTESTCD = "RVEF_C" then PARAMCD = "RVEFC"

If LB.LBTESTDC = "BNPPRONT" then PARAMCD = "BNPPRONT

Note: for this example dataset, select the records where the test values shown above are included.

PARAMNParameter (N)Num



Number PARAMCD as follows:

LVEFC = "1"

RVEFC = "2"

BNPPRONT = "3"

AVALAnalysis ValueNum


See Parameter Value List 

AVISITAnalysis VisitChar



If CV.VISIT = "VISIT 1" then AVISIT = "Visit 1 (Baseline)".

Else if CV.VISIT = "VISIT 6" then AVISIT = "Visit 6 (1 Year)".

AVISITNAnalysis Visit (N)Num

Set to value of CV.VISITNUM or LB.VISITNUM
VISITVisitNum

CV.VISIT

LB.VISIT


ADTAnalysis DateNumdate9.
Date portion of CV.CVDTC or LB.LBDTC converted to numeric and displayed in a format such as date9. 
ABLFLBaseline Record FlagCharY

If CV.VISIT = 1 then ABLFL = "Y".

BASEBaseline ValueNum

Set BASE to AVAL from the record for that subject and parameter where ABLFL = "Y".

Populate BASE for additional visits by carrying forward the value of BASE in the baseline record by USUBJID and AVISIT.

CHGChange from BaselineNum

Compute CHG = AVAL - BASE for that record. Only compute for post-baseline records.
PCHGPercent Change from BaselineNum

Compute PCHG = (CHG / BASE) * 100. Only compute for post-baseline records.
CHGCAT1Change from Baseline Category 1Char

Decline >=10.0;

Decline < 10.0; 

Increase


Categorize the value of CHG for Left Ventricular Ejection Fraction, and Calculated (%) (LVEFC) and for Right Ventricular Ejection Fraction, Calculated (%) (RVEFC)
CHGCAT2Change from Baseline Category 2Chart



Categorize the value of CHG for N-Terminal ProB-type Natriuretic Peptide (pg/mL) (BNPPRONT)
SRCDOMSource DataChar

CV; LB


Set to the SDTM domain name that relates to the analysis value.
SRCSEQSource Sequence NumberNum


CV.CVSEQ

LB.LBSEQ

Set to the SDTM domain sequence number that relates to the analysis value.

...

Dataset wrap
Nameadcvntp
Rowcaps
Rows 1-2:Show the baseline ejection fraction measurements at VISIT 1.
Row 3:Shows the baseline N-Terminal ProB-type Natriuretic Peptide test results at VISIT 1.
Rows 4-5:Show the baseline ejection fraction measurements at VISIT 6.
Row 6:Shows the baseline N-Terminal ProB-type Natriuretic Peptide test results at VISIT 6.
Dataset2
tableidadcvntp
RowSTUDYIDUSUBJIDASEQBRTHDTTRT01PITTFLBSABASEHEIGHTVACEINHFLWEIGHTVBSAACEINHFLPARAMPARAMCDPARAMNAVALAVISITAVISITNVISITADTABLFLBASECHGPCHGCHGCAT1SRCDOMSRCSEQ
1DMD-EFLGEDMD-EFLGE-101115FEB2013Treatment AY119201.09Y1.09Left Ventricular Ejection Fraction, Calculated (%)LVEFC167Visit 1 (Baseline)1VISIT 116MAY2022Y67


CV3
2DMD-EFLGEDMD-EFLGE-101215FEB2013Treatment AY119201.09Y1.09Right Ventricular Ejection Fraction, Calculated (%)RVEFC274Visit 1 (Baseline))1VISIT 116MAY2022Y74


CV7
3DMD-EFLGEDMD-EFLGE-101315FEB2013Treatment AY1.09119Y201.09YN-Terminal ProB-type Natriuretic Peptide (IU/L)BNPPRONT340Visit 1 (Baseline)1VISIT 116MAY2022Y40


LB1
4DMD-EFLGEDMD-EFLGE-101415FEB2013Treatment AY1.09132Y321 1.33YLeft Ventricular Ejection Fraction, Calculated (%)LVEFC160Visit 6 (1 Year)6VISIT 606APR2023
67-7-10.447761Decline >=10.0CV11
5DMD-EFLGEDMD-EFLGE-101515FEB2013Treatment AY1.09132Y321.33YRight Ventricular Ejection Fraction, Calculated (%)RVEFC261Visit 6 (1 Year)6VISIT 606APR2023
74-13-17.567568Decline >=10.0CV15
6DMD-EFLGEDMD-EFLGE-101615FEB2013Treatment AY1.09132Y321.33YN-Terminal ProB-type Natriuretic Peptide (IU/L)BNPPRONT3900Visit 6 (1 Year)6VISIT 106APR2023
408602,150
LB2

...

The dataset above can also be set up to provide multivariate analyses by taking the lab tests of interest, transposing and merging with the ADCVNTP dataset. In that case, the records from LB are not needed as a row. The stratification variables such as BSA and ACEINHFL are carried over, but not HEIGHTW or WEIGHTW which were used to compute BSA values.

Definexmltable
DatasetADCVCMR
LevelValue
PurposeAnalysis
OIDAVAL
DatasetValueWhere Variable Variable Label
ADCVCMRAVALPARAMCD = "BNPPRONT"BNPPRONTN-Terminal ProB-type Natriuretic Peptide (IU/L)
ADCVCMRCHGPARAMCD = "BNPPRONT"BNPCHGN-Term ProB-type N Pep Change Category
Dataset wrap
Nameadcvcmr
Dataset2
tableidadcvcmr
RowSTUDYIDUSUBJIDASEQBRTHDTTRT01PITTFLBSABASEBSAACEINHFLBSABNPPRONTBNPCHGPARAMPARAMCDPARAMNAVALAVISITAVISITNVISITADTABLFLBASECHGPCHGSRCDOMSRCSEQ
1DMD-EFLGEDMD-EFLGE-101115FEB2013Treatment AY01.6509Y1.0940
Left Ventricular Ejection Fraction, Calculated (%)LVEFC167Visit 1 (Baseline)1VISIT 116MAY2022Y67

CV3
2DMD-EFLGEDMD-EFLGE-101215FEB2013Treatment AY01.6509Y1.0940
Right Ventricular Ejection Fraction, Calculated (%)RVEFC274Visit 1 (Baseline)1VISIT 116MAY2022Y74

CV7
3DMD-EFLGEDMD-EFLGE-101315FEB2013Treatment AY0 1.6533Y1.339002150Left Ventricular Ejection Fraction, Calculated (%)LVEFC160Visit 6 (1 Year)6VISIT 606APR2023
67-7-10.447761CV11
4DMD-EFLGEDMD-EFLGE-101415FEB2013Treatment AY01.6533Y1.339002150Right Ventricular Ejection Fraction, Calculated (%)RVEFC261Visit 6 (1 Year)6VISIT 606APR2023
74-13-17.567568CV15

...

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

Display

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

Analysis ResultComparison of Percent Change of Ejection Fraction for the Treatment Groups (1 Year)
Analysis Variables(s)PCHGCHG
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 = 6;

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 and PARAMCD = "LREF";

RUN;

PROC MEANS DATA=ONE MEAN STD MEDIAN ;

CLASS TRT01P;

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

RUN;

...

Table 2. 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 Percent Over Time (Yearly)

Analysis ResultComparison of Percent Change of Ejection Fraction for the Treatment Groups Over Time ( yearly)
Analysis Variables(s)PCHGCHG
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 CHG 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;IN(6,12,18,24,36,48)  and PARAMCD = "LVEFC"; 

RUN;


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;

...

Display

Table 14.xx.xx Percent change in NTproBNP over 1 Year

Analysis ResultComparison of Percent Change of NTproBNP for the Treatment Groups Over 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.)

/* NEEDS UPDATING*/

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

CLASS TRT01P;

BY VISIT;

VAR BNPPRONT;  

RUN;

...