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Definexmltable
DatasetADCVNTP
LevelVariable
PurposeAnalysis
NameVariable
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.)
BSABASEBody Surface Area (m2) at BaselineNum
ADSL.BSABASECompute in ADSL where VS.VSTESTCD = "BSA".
BSABody Surface Area (m2) by VisitNum



Compute from VS.HEIGHT and VS.WEIGHT by visit, using the Du Bois method. Note that there are multiple methods to compute, and the study protocol should describe which one to use. (e.g. other methods may be Mosteller, Haycock, Gehan & George, Boyd, Fujimoto, Takahira, and Schlich)

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 copying the value of BASE in the baseline record by USUBJID and ADT. (Or by AVISIT if ADT varies for labs, where windowing is applied to select record closest to the visit)

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)
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


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.

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.

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Dataset wrap
Nameadcvntp
Rowcaps
Rows 1-2:Show the baseline CMR ejection fraction measurements for participant 101 at VISIT 1.
Row 3:Shows the baseline NTProbTest for participant 101 at VISIT 1.
Rows 4-5:Show the CMR ejection fraction measurements for participant 101 at VISIT 6.
Row 6:Shows the NTProbTest for participant 101 at VISIT 6.
Dataset2
tableidadcvntp
RowSTUDYIDUSUBJIDASEQBRTHDTBSABASEBSAPARAMPARAMCDPARAMNAVALAVISITAVISITNVISITADTABLFLBASECHGPCHGCHGCAT1TRT01PITTFLACEINHFLSRCDOMSRCSEQ
1DMD-EFLGEDMD-EFLGE-1011
0.650.65Left Ventricular Ejection Fraction, Calculated (%)LVEFC167Visit 1 (Baseline)1VISIT 116MAY2022Y67


Treatment AYYCV3
2DMD-EFLGEDMD-EFLGE-1012
0.65
Right Ventricular Ejection Fraction, Calculated (%)RVEFC274Visit 1 (Baseline))1VISIT 116MAY2022Y74


Treatment AYYCV7
3DMD-EFLGEDMD-EFLGE-1013
0.65
N-Terminal ProB-type Natriuretic Peptide (IU/L)BNPPRONT340Visit 1 (Baseline)1VISIT 116MAY2022Y40


Treatment AYYLB1
4DMD-EFLGEDMD-EFLGE-1014
0.65
Left Ventricular Ejection Fraction, Calculated (%)LVEFC160Visit 6 (1 Year)6VISIT 601JUN2023
67-7-10.447761Decline >=10.0Treatment AYYCV11
5DMD-EFLGEDMD-EFLGE-1015
0.65
Right Ventricular Ejection Fraction, Calculated (%)RVEFC261Visit 6 (1 Year)6VISIT 601JUN2023
74-13-17.567568Decline >=10.0Treatment AYYCV15
6DMD-EFLGEDMD-EFLGE-1016
0.65
N-Terminal ProB-type Natriuretic Peptide (IU/L)BNPPRONT3900Visit 6 (1 Year)6VISIT 101JUN2023
408602,150
Treatment AYYLB2

Example 2 

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.

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tABLE 2, ADD SOME COVARIATES TO THE MODEL

Display

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

Analysis ResultComparison of Percent Change of Ejection Fraction for the Treatment Groups Over Time (quarterly or 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.)

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)".

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