metaData {clinDR} | R Documentation |
Dose response data from several published meta-analyses
Description
Dose response data from over 200 compounds included in published meta-analyses. The data are aggregated in a single data frame in a common format.
Usage
data('metaData')
Format
The data frame has one row for each compound, protocol within compound, and dose group within protocol. Compound and protocol level descriptors are repeated on each row of the data frame.
drugid
A numerical ID identifying each drug
taid
A drug can be studied in more than one therapeutic area. The
taid
ID identifies each TA/drug combination.protid
Numerical (1,2,3,...) ID for protocols specific to each TAID.
gname
Generic drug name
bname
Branded(USA) drug name
drugtype
Drug classified as SMALL MOLECULE, BIOLOGIC, OTHER
route
Route of administration, e.g., oral, subcutaneous,...
routeShort
Abbreviated format for
route
oralForm
Formulation (e.g., TABLET, POWDER,...) for drugs with oral administration.
fdaapproved
NA if status was not yet determined
metasource
Meta-analysis contributing compounds. BIO14: biological compounds through 2014; FDA914: FDA approved small molecules and 'other' 2009-2014; FDA1417: FDA approved compounds 2014-2017; Pfizer P2 compounds 1998-2009; PFIZERUPDATE18: Pfizer compounds 2009-2018
protno
Sponsor assigned protocol name/number
nctno
Clintrial.gov protocol ID
protyear
When available, year of first patient/first visit. In some cases, date of journal publication
design
PARELLEL, CROSSOVER,...
actcomp
Indicator if an active comparator was included in the protocol
etype
etype=1
for the designated primary endpoint. For completeness, where there was ambiguity in the selection of the endpoint, additional endpoint data was included on separate rows and indicated by etype=2,3,... Most analyses subset onetype=1
poptype
For a compound and TA, there can be distinctly different populations with anticipated response differences, e.g., treatment-naive and pre-treated patients. The population with the most studied doses has
poptype=1
. For completeness, additional populations are included and identified bypoptype=2,3,...
. Most analyses subset onpoptype=1
primsource
IRO/PRO investigator/patient reported outcome; L lab, V vitals
primtype
Primary endpoint is BINARY, CONTINOUS, TIMETOEVEN
primtime
time units to primary endpoint from randomization
timeunit
DAY, HR, MIN, MONTH, WK for primary endpoint
indication
Disease description
broadta
Broad TA classification of the indication
endpointLong,endpointShort
Endpoint name and an abbreviated form using for example, cfb and pcfb for change from baseline and percent change from baseline
dose
Total daily dose for small molecules, total weekly dose for biologics in mg or mg/kg for weight-based dosing.
tload
Amount of any loading dose
nload
Number of visits with a loading dose
regimen
Dosing frequency
primregimen
primregimen=1
for most doses/regimens, butprimregimen=2
for a few regimens that clearly differed from the most common regimen for the same total dose. Most analyses subset onprimregimen=1
rslt
The sample dose group mean (continuous) or proportion (binary) of the primary endpoint. Analyses of the time-to-event endpoints was compound specific (either a mean or a proportion was estimated).
se
Standard error of
rslt
sd
Dose group sample standard deviation for continuous data
lcl, ucl, alpha
alpha-level interval (lcl,ucl) when confidence intervals were extracted from the original data source because se were not reported
sampsize
Sample size reported for
rslt
. The handling of missing data by the protocol sponsors varied, but 'completers' was most common.ittsize
The number randomized. The counts are usually available, except for internal data before 2009, where it was not collected.
pmiss
Percent of missing data.
Details
Compound sampling plans and other details are given in the publications:
Thomas, N., Sweeney, K., and Somayaji, V. (2014). Meta-analysis of clinical dose response in a large drug development portfolio, Statistics in Biopharmaceutical Research, Vol. 6, No.4, 302-317. <doi:10.1080/19466315.2014.924876>
Thomas, N., and Roy, D. (2016). Analysis of clinical dose-response in small-molecule drug development: 2009-2014. Statistics in Biopharmaceutical Research, Vol. 6, No.4, 302-317 <doi:10.1080/19466315.2016.1256229>
Wu, J., Banerjee, A., Jin, B. Menon, M. S., Martin, S. and Heatherington, A. (2017). Clinical dose response for a broad set of biological products: A model-based meta-analysis. Statistical Methods in Medical Research. <doi:10.1177/0962280216684528>
Examples
data('metaData')
names(metaData)