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openstudyval is an independent R validator for a
study-data folder prepared for an FDA submission. It covers:
It is not Pinnacle 21, and a clean report is not an FDA certification.
library(openstudyval)
report <- validate_submission(example_study("sdtm"), standard = "SDTM")
summary(report)
#> Issue summary (SDTM)
#> rule_id severity domains records
#> SDTM003 Reject TS 1
#> SDTM010 Error DM 1
#> SDTM011 Error DM 1
#> SDTM012 Error AE 1
#> SDTM013 Error AE 1
#> SDTM022 Error DM 1
#> SDTM024 Error AE 1
#> SDTM025 Error AE 1
#> TRC1736D Error define.xml 1
#> FDAB008 Warning EX 1
#> SDTM002 Warning TA,TE,TI,TV 4
#> SDTM033 Warning AE 1
#> message
#> TS does not contain TSPARMCD = SSTDTC. FDA technical-rejection criterion 1734 requires a study start date.
#> DOMAIN value does not match the dataset name.
#> USUBJID should begin with STUDYID.
#> USUBJID is not present in DM.
#> AESEQ is not unique within USUBJID.
#> SEX is not in the core controlled terminology. Allowed: M, F, U.
#> AESER must be Y or N when populated. Allowed: Y, N.
#> AESEV is not MILD / MODERATE / SEVERE. Allowed: MILD, MODERATE, SEVERE.
#> define.xml was not found beside the datasets. FDA expects a define.xml for standardized study data.
#> Exposure date/time falls outside the DM reference start/end window (public FDA business-rule intent FDAB008).
#> Trial Design dataset missing. FDA TCG expects TA, TE, TI, TS, and TV when applicable.
#> Date/time variable is not a complete or partial ISO 8601 value.Write the HTML report next to your study:
extra <- data.frame(
rule_id = "CUST_ARM",
publisher = "sponsor",
standard = "SDTM",
domains = "DM",
severity = "Error",
check = "codelist",
argument = "ARMCD=A|B",
message = "ARMCD is not in the study arm codelist.",
guidance = "Protocol section 6",
stringsAsFactors = FALSE
)
study <- read_study_data(example_study("sdtm"))
custom <- validate_datasets(study, standard = "SDTM", rules = extra)
"CUST_ARM" %in% custom$issues$rule_id
#> [1] FALSEFull MedDRA and WHODrug dictionaries are licensed and are not
bundled. Pass permitted terms in ct or as the right-hand
side of a codelist rule.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
Health stats visible at Monitor.