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Definexmltable |
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Multiple | true |
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Level | Dataset |
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Purpose | Analysis |
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Dataset Name | Dataset Description | Class of Dataset | Structure | Keys | Documentation | Location |
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ADSL | Subject-Level Analysis Dataset | SUBJECT LEVEL ANALYSIS DATASET | One record per subject | USUBJID | ADaMIG | adsl.xpt | ADCVNTP | Cardiac Ejection Fraction and NTproBNP Analysis Dataset | BASIC DATA STRUCTURE | One record per subject per analysis visit per parameter | USUBJID, AVISITN, PARAMN | | adcvntp.xpt | ADCVCMR | Cardiovascular CMR Ejection Fraction Analysis Dataset | BASIC DATA STRUCTURE | One record per subject per analysis visit per parameter | USUBJID, AVISITN, PARAMN | | adcvcmr.xpt |
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The ADSL was combined with other SDTM datasets to create the analysis datasets. More than one SDTM dataset can be combined in this wayADaM model requires a one-record-per-subject analysis dataset, ADSL, which contains subject characteristics and covariates that are important for analyses. Also, stratification variables can be created in the ADSL to subset by, or to add variables needed in the analyses. For the data. More than one SDTM dataset is used as input to the ADSL. As an example, a flag (ACEMEDFL) could be added for ACE inhibitors. Another variable, body surface area indicating concomitant medication use of ACE inhibitors (ACEINHFL) was derived from CM. Body surface area at screening (BSASC), was derived from the VS dataset ( using height and weight ) at the screening visit and added to ADSL. Note that based on the dates shown in DM, the screening visit and visit 1 have occurred at the same dates for time in this example.
The ADCVNTP dataset includes tests pertinent to these analyses. The records from CV where CVTESTCD = "LVEF_C" and "RVEF_C" and the records from LB where LBTESTCD = "BNPPRONT" were selected. Many lab draws may occur throughout the year, but only those linked to a specific visit were included. By subsetting the LB dataset by LBLNKID not missing, laboratory data that aligns with CV data can be filtered out and sorted using USUBJID and VISIT. If LBLNKID is not available, a windowing strategy could be used to select the laboratory draw closest to that visit for merging with CV, computed in AVISIT.
The ADCVMR dataset is an efficacy analysis dataset with only a few records for more complex modeling of changes in ejection fraction, plus the ProB-type test results. It is an ADaM Basic Data Structure (BDS) dataset, with additional variables added from ADCVNTP.
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This is a simplified example ADSL dataset; it is expected that additional variables for stratification, or of interest for analysis, would be includedthe Foundational standards are followed to include all the core variables. Analysis age was computed from date of birth and (AAGE) was computed to provide age with more precision. The Body Surface Area (BSA) at screening is calculated for screening, and named BSASC as per the ADAMIG v1.2. There are many possible calculations for BSA. For this example, the Du Bois method was used (footnote: https://www.calculator.net/body-surface-area-calculator.html),.
Definexmltable |
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Dataset | ADSL |
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Level | Variable |
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Purpose | Analysis |
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Name | Variable |
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Variable Name | Variable Label | Type | Codelist/Controlled Terms/Format | Source | Derivation/Comment |
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STUDYID | Study Identifier | Char |
| DM.STUDYID |
| USUBJID | Unique Subject Identifier | Char |
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| BRTHDT | Date of Birth | Num | date9. |
| Date portion of DM.BRTHDTC converted to numeric and displayed in a format such as date9.from ISO 8601 format to numeric date.9 | AAGE | Analysis Age | Num |
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| Age as screening, computed by DM.RFICDTC - BRTHDTC as continuous variable. Note that some countries do not allow capturing date of birth, so this could be computed by capturing age in years and months on a CRF. | AGE | Age | Num |
| DM.AGE |
| AGEU | Age Units | Char | YEARS | DM.AGEU |
| SEX | Sex | Char | (SEX) | DM.SEX |
| RACE | Race | Num | (RACE) | DM.RACE |
| TRTSDT | Date of First Exposure to Treatment | Num | date9. |
| Date portion of DM.RFSTDTC converted to numeric and displayed in a format such as date9. | RFICDT | | Num | date9. |
| Date portion of DM.RFICDTC converted to numeric and displayed in a format such as date9. | DTHDT | | Num | date9. |
| Date portion of DM.RFSTDTC converted to numeric and displayed in a format such as date9. | DTHFL | | Char | Y | DM.DTHFL |
| TRT01P | Planned Treatment for Period 01 | Char | Drug A, Drug B |
| Predecessor; DM.ARM. May be changed to lower case or more descriptive term for use in tables and listings. | TRT01A | Actual Treatment for Period 01 | Char | Drug A, Drug B |
| Predecessor; DM.ACTARM. Note: Actual treatment matches planned treatment unless there is a reason subject does not take planned drug. | ITTFL | Intent-To-Treat Population Flag | Char | Y; N |
| Derive the intent-to-treat population as per the protocol and SAP. | ACEINHFL | ACE Inhibitor Medications Flag | Char | Y; N |
| Select a list of ACE inhibitor medications from concomitant medications (CM) domain , and from treatment (EX or EC) domains as as per Statistical Analysis Plan or Protocol. Code Set to "Y" if the medication was these medications were taken during the study, and "N" if they are absent. Can be used to subset or to exclude the population who took ACE inhibitors. | HEIGHTSC | Height (cm) at Screening | Num |
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| Set to VS.VSSTRESN where VS.VSTESTCD = "HEIGHT" and VISITNUM= 1 (or screening visit for your study). | WEIGHTSC | Weight (kg) at Screening | Num |
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| Set to VS.VSSTRESN where VS.VSTESTCD = "WEIGHT" and VISITNUM = 1 (or screening visit for your study). | BSASC | Body Surface Area at Screening | Num |
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| Select where VISITNUM = 1 (or screening visit for your study). Compute from HEIGHT and WEIGHT, 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., Du Bois, Mosteller, Haycock, Gehan & George, Boyd, Fujimoto, Takahira, and Schlich). |
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Dataset wrap |
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Dataset2 |
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| Row | STUDYID | USUBJID | BRTHDT | AAGE | AGE | AGEU | SEX | RACE | TRTSDT |
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RFICDTCRFICDT | DTHDT | DTHFL | TRT01P | ITTFL | ACENHFL | HEIGHTSC | WEIGHTSC | BSASC |
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1 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010 | 12.3 | 12 | YEARS | M | BLACK OR AFRICAN AMERICAN | 16JUN2022 | 16JUN2022 |
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| Drug A | Y | Y | 119 | 20 | 0.82 | 2 | DMD-EFLGE | DMD-EF-01-101 | 01MAY2008 | 14.1 | 14 | YEARS | M | ASIAN | 13JUN2022 | 13JUN2022 |
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| Drug A | Y | Y | 115 | 30 | 0,95 | 3 | DMD-EFLGE | DMD-EF-01-101 | 10JUL2003 | 19.0 | 19 | YEARS | M | NATIVE HAWAIIAN OR OTHER PACIFIC ISLANDER | 15JUL22022 | 15JUL2022 |
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| Drug B | Y | N | 140 | 45 | 1,30 | 4 | DMD-EFLGE | DMD-EF-01-101 | 15JAN1999 | 23.7 | 23 | YEARS | M | WHITE | 06SEP2022 | 06SEP2022 | 23NOV2023 | Y | Drug B | Y | Y | 132 | 42 | 1,21 |
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ADCVNTP Analysis Dataset
In this example, columns for derived variables BASE, CHG, PCHG and CHGCAT1 have been added to facilitate analyses of the efficacy endpoints. Specifically, example demographic data for ADSL were created for an 8 year old male. Also, a custom variable for BSA at baseline (BSABL), and an example of a stratification variable for subjects with was added from ADSL.
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Definexmltable |
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Dataset | ADCVNTP |
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Level | Variable |
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Purpose | Analysis |
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Name | Variable |
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Variable Name | Variable Label | Type | Codelist/Controlled Terms/Format | Source | Derivation/Comment |
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STUDYID | Study Identifier | Char |
| CV.STUDYID |
| USUBJID | Unique Subject Identifier | Char |
| Select for records with RE data. |
| BRTHDT | Date of Birth | Num | Date9. | ADSL.BRTHDT |
| AAGEAGE | Analysis Age | Num |
| ADSL.AAGE |
| AGEU | Age Unit | Char | YEARS | ADSL.AGEU |
| TRTSDT SEX | RFICDTSex | Char | (SEX) | DM.SEX |
| RACE | Race | Num | (RACE) | DM.RACE |
| TRTSDT | Date of First Exposure to Treatment | Num | date9 | ADSL.TRTSDT |
| TRT01P | Planned Treatment for Period 01 | Char | Drug A | TRT01P | Planned Treatment for Period 01 | Char | Drug A, Drug B | ADSL.TRT01P |
| TRT01A | Actual Treatment for Period 01 | Char | Drug A, Drug B | ADSL.TRT01A |
| ITTFL | Intent-To-Treat Population Flag | Char | Y; N | ADSL.ITTFL | | BSASC | Body Surface Area at Screening | Num |
| ADSL.BSASC | | HEIGHT | Height (cm | HEIGHT | Height (cm) | Num |
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| Set to VS.VSSTRESN where VS.VSTEST = "HEIGHT" and merge by visit. | WEIGHT | Weight (kg) | Num |
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| Set to VS.VSSTRESN where VS.VSTEST = "WEIGHT" and merge by visit. | BSASC | Body Surface Area at Screening | Num | ADSL | BSASC | BSA | Body Surface Area (m2) | Num |
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| Compute from HEIGHT and WEIGHT at each 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). | ACEINHFL | ACE Inhibitor Medications Flag | Char | Y; N | ADSL.ACEINHFL |
| PARAM | Parameter | Char | 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. | PARAMCD | Parameter Code | Char | LVEF_C; RVEF_C; BNPPRONT | If CV.CVTESTCD = "LVEF_C" then PARAMCD = "LVEF_C" If CV.CVTESTCD = "RVEF_C" then PARAMCD = "RVEF_C" If LB.LBTESTDC = "BNPPRONT" then PARAMCD = "BNPPRONT" LB.LBTESTCD | NoteNote: for this example dataset, select the records where the test values shown above at left are included. | PARAMN | Parameter (N) | Num |
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| Number PARAMCD as follows: LVEF_C = "1" RVEF_C = "2" BNPPRONT = "3" | AVAL | Analysis Value | Num |
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| See Parameter Value List | AVISIT | Analysis Visit | Char | Visit 1 (Baseline) Visit 6 (1 Year) |
| If CV.VISIT = "VISIT 1" then AVISIT = "Visit 1 (Baseline)". Else if CV.VISIT = "VISIT 6" then AVISIT = "Visit 6 (1 Year)". | AVISITN | Analysis Visit (N) | Num | 1, 6 | CV.VISITNUM LB.VISITNUM |
| VISIT | Visit | Num | VISIT 1 VISIT 6 | CV.VISIT LB.VISIT |
| ADT | Analysis Date | Num | date9. |
| Date portion of CV.CVDTC or LB.LBDTC converted to numeric and displayed in a format such as date9. | ABLFL | Baseline Record Flag | Char | Y |
| If CV.VISIT = "VISIT 1" then ABLFL = "Y". | BASE | Baseline Value | Num |
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| Set BASE to AVAL from the record for that subject and parameter where ABLFL = "Y". Populate BASE for additional visits by merging the value of BASE in the baseline record by USUBJID and PARAMCD. | CHG | Change from Baseline | Num |
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| Compute CHG = AVAL - BASE for that record. Only compute for post-baseline records. | PCHG | Percent Change from Baseline | Num |
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| Compute PCHG = (CHG / BASE) * 100. Only compute for post-baseline records. | CHGCAT1 | Change from Baseline Category 1 | Char | Decline >=5% ; Decline <5% Increase GT 100 pg/mL
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| See PVLM table. | SRCDOM | Source Data | Char | CV; LB |
| Set to the SDTM domain name that relates to the analysis value. | SRCVAR | Source Variable | Char |
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| Set to the SDTM variable that relates to the analysis value. | SRCSEQ | Source Sequence Number | Num |
| CV.CVSEQ LB.LBSEQ | Set to the SDTM domain sequence number that relates to the analysis value. |
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Efficacy Analysis Example 1 1
This example dataset shows the findings and additional analysis variables associated with:
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Dataset wrap |
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Rowcaps |
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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. |
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Dataset2 |
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| BRTHDTAGE | AGEU | SEX | RACE | TRT01P | TRT01A | ITTFL | BSASC | HEIGHT | WEIGHT | BSA | ACEINHFL | PARAM | PARAMCD | PARAMN | AVAL | AVISIT | AVISITN | VISIT | ADT | ABLFL | BASE | CHG | PCHG | CHGCAT1 | SRCDOM | SRCVAR | SRCSEQ |
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1 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010 | 12 | YEARS | M | BLACK OR AFRICAN AMERICAN | Drug A | Drug A | Y | 0.82 | 119 | 20 | 10982 | Y | Left Ventricular Ejection Fraction, Calculated (%) | LVEF_C | 1 | 67 | Visit 1 (Baseline) | 1 | VISIT 1 | 16MAY2022 | Y | 67 |
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| CV | CVTESTCD | 3 | 2 | DMD-EFLGE | DMD-EF-01-101 | 07FEB201012 | YEARS | M | BLACK OR AFRICAN AMERICAN | Drug A |
Y | 10982 | Y | Right Ventricular Ejection Fraction, Calculated (%) | RVEF_C | 2 | 74 | Visit 1 (Baseline)) | 1 | VISIT 1 | 16MAY2022 | Y | 74 |
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| CV | CVTESTCD | 7 | 3 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010 | 12 | YEARS | M | BLACK OR AFRICAN AMERICAN | Drug A | Drug A | Y | 0.82 | 119 | 20 | 10982 | Y | N-Terminal ProB-type Natriuretic Peptide (IU/L) | BNPPRONT | 3 | 40 | Visit 1 (Baseline) | 1 | VISIT 1 | 16MAY2022 | Y | 40 |
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| LB | LBTESTCD | 1 | 4 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010 | 12 | YEARS | M | BLACK OR AFRICAN AMERICAN | Drug A | Drug A | Y | 0.82 | 132 | 32 | 1. | 3308 | Y | Left Ventricular Ejection Fraction, Calculated (%) | LVEF_C | 1 | 60 | Visit 6 (1 Year) | 6 | VISIT 6 | 06APR2023 |
| 67 | -7 | -10.447761 | Decline >=5.0% | CV | CVTESTCD | 11 | 5 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010Drug AY | 132 | M | BLACK OR AFRICAN AMERICAN | Drug A | Drug A | Y | 0.82 | 132 | 32 | 1. | 3308 | Y | Right Ventricular Ejection Fraction, Calculated (%) | RVEF_C | 2 | 61 | Visit 6 (1 Year) | 6 | VISIT 6 | 06APR2023 |
| 74 | -13 | -17.567568 | Decline >=5.0% | CV | CVTESTCD | 15 | 6 | DMD-EFLGE | DMD-EF-01-101 | 07FEB2010 | 12 | YEARS | M | BLACK OR AFRICAN AMERICAN | Drug A | Drug A | Y | 0.82 | 132 | 32 | 1. | 3308 | Y | N-Terminal ProB-type Natriuretic Peptide (IU/L) | BNPPRONT | 3 | 900 | Visit 6 (1 Year) | 6 | VISIT 1 | 06APR2023 |
| 40 | 860 | 2,150 | Increase GT 100 pg/mL | LB | LBTESTCD | 2 |
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ADCVCMR Analysis Dataset
Efficacy Example 2
The dataset above can also be set up to provide multivariate analyses by taking the lab tests of interest , transposing and merging or other analysis datasets, and merging variables of interest 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.
/* remove this table and make sure description is above */
This summary dataset is created from other ADaM datasets as the source and only variable used in the analysis are kept.
Definexmltable |
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Dataset | ADCVCMR |
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Level | ValueVariable |
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Purpose | Analysis |
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OIDName | AVALVariable |
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Dataset | Value | Where | Variable | ADCVCMR | AVAL | PARAMCD = "BNPPRONT" | BNPPRONT | N-Terminal ProB-type Natriuretic Peptide (IU/L) | ADCVCMR | CHG | PARAMCD = "BNPPRONT" | BNPCHG | N-Term ProB-type N Pep Change Category | Type | Codelist/Controlled Terms/Format | Source | Derivation/Comment |
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STUDYID | Study Identifier | Char |
| ADCVNTP.STUDYID |
| USUBJID | Unique Subject Identifier | Char |
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| BRTHDT | Date of Birth | Num | Date9. | ADCVNTP.BRTHDT |
| AGE | Age | Num |
| ADCVNTP.AGE |
| AGEU | Age Unit | Char | YEARS | ADCVNTPL.AGEU |
| TRTSDT | Date of First Exposure to Treatment | Num | date9. | ADCVNTP.TRTSDT |
| TRT01P | Planned Treatment for Period 01 | Char | Drug A, Drug B | ADCVNTP.TRT01P |
| ITTFL | Intent-To-Treat Population Flag | Char | Y; N | ADCVNTP.ITTFL | | BSASC | Body Surface Area at Screening | Num |
| ADCVNTP.BSASC | | BSA | Body Surface Area (m2) | Num |
| ADCVNTP.BSA |
| ACEINHFL | ACE Inhibitor Medications Flag | Char | Y; N | ADCVNTP.ACEINHFL |
| BNPPRONT |
| Num |
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| BNPPRONT = AVAL where PARAMCD = ADCVNTP.BNPPRONT, and merge by USUBJID and AVISITN. Note: there are many ways to add this including transposing the data. | PARAM | Parameter | Char | Left Ventricular Ejection Fraction, Calculated (%); Right Ventricular Ejection Fraction, Calculated (%); N-Terminal ProB-type Natriuretic Peptide (pg/mL) | ADCVNTP.PARAM | | PARAMCD | Parameter Code | Char | LVEF_C; RVEF_C; BNPPRONT | ADCVNTP.PARAMCD |
| PARAMN | Parameter (N) | Num |
| ADCVNTP.PARAMN |
| AVAL | Analysis Value | Num |
| ADCVNTP.AVAL |
| AVISIT | Analysis Visit | Char | Visit 1 (Baseline) Visit 6 (1 Year) | ADCVNTP.AVISIT |
| AVISITN | Analysis Visit (N) | Num | 1, 6 | ADCVNTP.AVISITN |
| ADT | Analysis Date | Num | date9. | ADCVNTP.ADT |
| ABLFL | Baseline Record Flag | Char | Y | ADCVNTP.ABLFL |
| BASE | Baseline Value | Num |
| ADCVNTP.BASE | | CHG | Change from Baseline | Num |
| ADCVNTP.CHG |
| PCHG | Percent Change from Baseline | Num |
| ADCVNTP.PCHG |
| CHGCAT1 | Change from Baseline Category 1 | Char | Decline >=5% ; Decline <5% Increase GT 100 pg/mL
| ADCVNTP.CHGCAT1 |
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Dataset2 |
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Row | STUDYID | USUBJID | ASEQ | BRTHDT | TRT01P | TRT01A | ITTFL | BSA | ACEINHFL | BNPPRONTBNPCHG | PARAM | PARAMCD | PARAMN | AVAL | AVISIT | AVISITN | VISIT | ADT | ABLFL | BASE | CHG | PCHG | SRCDOM | SRCSEQCHGCAT1 |
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1 | DMD-EFLGE | DMD-EF-01-101 | 107FEB201007FEB2010 | Drug A | Drug A | Y | 10.0982 | Y | 40 | Left Ventricular Ejection Fraction, Calculated (%) | LVEF_C | 1 | 70 | Visit 1 (Baseline)1 | VISIT 1 | 16MAY2022 | Y | 70CV | 3 |
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| 2 | DMD-EFLGE | DMD-EF-01-101 | 207FEB201007FEB2010 | Drug A | Drug A | Y | 10.0982 | Y | 40 | Right Ventricular Ejection Fraction, Calculated (%) | RVEF_C | 2 | 75 | Visit 1 (Baseline) | 1 | VISIT 1 | 16MAY2022 | Y | 75 | CV | 7 |
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| 3 | DMD-EFLGE | DMD-EF-01-101 | 307FEB201007FEB2010 | Drug A | Drug A | Y | 1.3308 | Y | 900 | 2150 | Left Ventricular Ejection Fraction, Calculated (%) | LVEF_C | 1 | 65 | Visit 6 (1 Year) | 6 | VISIT 6 | 06APR2023 |
| 70 | -5 | -10.447761 | CV | 11 | Decline >=5.0% | 4 | DMD-EFLGE | DMD-EF-01-101 | 407FEB201007FEB2010 | Drug A | Drug A | Y | 1.3308 | Y | 900 | 2150 | Right Ventricular Ejection Fraction, Calculated (%) | RVEF_C | 2 | 70 | Visit 6 (1 Year) | 6 | VISIT 6 | 06APR2023 |
| 75 | -5 | -17.567568 | CV | 15Decline >=5.0% |
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Example Analysis Results Metadata (ARM) Tables
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