Introduction

The European Clinical Trials Database Eudract is run by the European Medicines Agency. All studies that are officially registered clinical trials have to enter the results of the final analysis into the website to be made public.

An equivalent database hosted by the U.S. government is CT.gov.

There is a large amount of documentation online that will not be repeated here.

The detailed entering of safety information is an onerous task if it is to be done by hand. However we do have the facility to upload an XML file to automate this step. This R package seeks to enable the production of an XML file from a standard structure of Safety data that is recorded on a patient-level.

The key functions are:

• safety_summary
• simple_safety_xml
• eudract_convert

We provide a dummy safety data set that is one line per patient-event: ?safety. The format of the data, specifically the variable names is described in the help file printed below. This needs to be turned into several frequency tables: one given information at a group level; one given at the event level, broken down into serious and non-serious events. The term “group” here corresponds to treatment arms in a randomised control trial. You need to define a group within EudraCT even if it is a one-armed study, in which case it can be a “dummy” label.

Some information is defined in a hard-coded fashion below, but it is understood that this will be generated by code if applied in real life. Each entry in the vectors below correspond to counts in each of the two groups.

subjectsExposed <- c("Control"=99,"Experimental"=101)
#count of deaths not in the Safety data. Could be c(0,0)
deathsExternal <- c("Control"=3,"Experimental"=5)

Coded adverse events are required to be helpful and avoid the task of reconciling minor spelling or text inconsistencies. This package and vignette assumes this is the case, and will not work in the absence of coding. We cannot provide the full MedDRA dictionary, due to copy right reasons. But normally this is available to sponsors. However, for upload into EudraCT, as a minimal requirement, only the System Organ Class (SOC) needs to be fully coded into the EudraCT internal version coding system. We have provided an internal data set, derived from the eutct site in the package to use this; see ?soc_code.

safety

Calculate Summary Statistics

We provide a function that derives the patient and event counts as required in a format internal to R.

safety_statistics <- safety_summary(safety, 
                                    exposed=subjectsExposed, 
                                    excess_deaths = deathsExternal, 
                                    freq_threshold = 1
                                    )
safety_statistics

## Group-Level Statistics
## 
##          title subjectsAffectedBySeriousAdverseEvents
## 1      Control                                     15
## 2 Experimental                                     33
##   subjectsAffectedByNonSeriousAdverseEvents deathsResultingFromAdverseEvents
## 1                                        15                                9
## 2                                        24                               22
##   subjectsExposed deathsAllCauses
## 1              99              12
## 2             101              27
## 
## Non-serious event-level statistics (intial rows)
## 
##   groupTitle subjectsAffected occurrences                              term
## 1    Control                1           1           Acute coronary syndrome
## 2    Control                1           1            Intestinal perforation
## 3    Control                1           1                Laryngeal stenosis
## 4    Control                1           1 Lower respiratory tract infection
## 5    Control                1           1               Lung adenocarcinoma
## 6    Control                2           2                         Pneumonia
##        eutctId
## 1 100000004849
## 2 100000004856
## 3 100000004855
## 4 100000004855
## 5 100000004855
## 6 100000004862
## 
## Serious event-level statistics (intial rows)
## 
##   groupTitle subjectsAffected occurrences                       term
## 1    Control                1           1             Abdominal pain
## 2    Control                1           1   Aortic valve replacement
## 3    Control                1           1            B-cell lymphoma
## 4    Control                0           0          Bladder papilloma
## 5    Control                1           1             Cardiac arrest
## 6    Control                0           0 Cardiac failure congestive
##        eutctId occurrencesCausallyRelatedToTreatment deaths
## 1 100000004856                                     0      0
## 2 100000004865                                     0      0
## 3 100000004851                                     0      0
## 4 100000004864                                     0      0
## 5 100000004849                                     0      1
## 6 100000004849                                     0      0
##   deathsCausallyRelatedToTreatment
## 1                                0
## 2                                0
## 3                                0
## 4                                0
## 5                                0
## 6                                0

Convert to XML

If you have produced these statistics through separate coding, then you can use the eudract:::create.summary_statistics() function to put them into the correct internal format and start the conversion to XML directly.

First we export the safety_statistics to a XML document that is human readable “simple.xml”. Then we convert to the EudraCT and CT.gov formats.

simple <- tempfile(fileext = ".xml")
eudract_upload_file <- tempfile(fileext = ".xml")
ct_upload_file <- tempfile(fileext = ".xml")
simple_safety_xml(safety_statistics, simple)

## '/tmp/Rtmp8fWXvk/filef8f10ca9b55.xml' is created or modified

eudract_convert(input=simple,
                output=eudract_upload_file)

## '/tmp/Rtmp8fWXvk/filef8f6911d017.xml' is created or modified

## Please email [email protected] to tell us if you have successfully uploaded a study to EudraCT.
## This is to allow us to measure the impact of this tool.

clintrials_gov_convert(input=simple,
                       original=system.file("extdata", "1234.xml", package ="eudract"),
                output=ct_upload_file)

## '/tmp/Rtmp8fWXvk/filef8f6302298a.xml' is created or modified

## Please email [email protected] to tell us if you have successfully uploaded a study to ClinicalTrials.gov .
## This is to allow us to measure the impact of this tool.

Note that for the ClinicalTrials.gov, there must first be a study set-up within website, and then a download of the XML taken. This is the original argument. Then the original file has the safety events data over-written, and can be manually uploaded back into ClinicalTrials.gov

Alternatively, if you have a user account within CT.gov, then the initial study needs to be set up within there, but we can use the API to directly upload without needing to manually interact with the site.

# Not actually run. It needs real user account details: the ones below are fictitious.
clintrials_gov_upload(
    input=simple,
    orgname="CTU",
    username="Student",
    password="Guinness",
    studyid="1234"
    )