The database of the WHO Programme is a unique reference source used in many different situations.
CURRENT WORK
·
The database of the WHO Programme is a unique reference
source used in many different situations. When a national centre receives the
first report of an unfamiliar drug-reaction association, on-line search
facilities to Vigibase are at the disposal of national centres to find out
whether a similar observation has been made elsewhere in the world. If so, the initial
signal may be strengthened. For more complicated studies, the UMC staff can
make customised searches in the database.
From
the database, cohorts of patients affected by similar kinds of drug-associated
reactions may be retrieved. By looking for common features in these reports,
risk factors and hypotheses for underlying mechanisms may be revealed.
·
The methodology developed at the UMC using a BCPNN technique
in analysing the database was put into routine use already in 1998. The concept
of data mining, or knowledge detection as it also may be called, is now
operating to support all countries in their work. It is based on artifi-cial
intelligence using a Bayesian logic system. It has been fully validated and is
under continuous development and has been presented in a doctoral thesis by
Andrew Bate in 2003. (Bate et al.,
1998a,b, 2000; Lindquist et al.,
1999; Bate, 2000; Lindquist, 2000; Orre et
al., 2000; Ståhl et al., 2004.)
A
combination of automatic signalling devices and scanning by experienced medical
personnel is consid-ered most advantageous to fulfil successfully the original
aim of the programme, that is the early identification of new ADRs. This method
provides a quantitative measure of the strength of association of a
drug-reaction combination in the database. Combi-nations that occur more
frequently than expected as compared with the generality of the database are
high-lighted.
When
the new data has been processed and entered into the ADR database, a BCPNN scan
is run to generate statistical measurements for each drug-ADR combination. The
resulting data are presented in two steps:
·
The resulting Combinations database (Combina-tion: ADR data elements occurring together in ADR reports) is made available to
national centres and to
pharmaceutical companies, in the latter case including only information on the
company’s own patented products. The database is presented in a computerised
form which facilitates searching and sorting of the information.
·
An Associations database (Association: Combina-tions selected from a database on a quantitative basis) is
generated by selecting those combinations
that pass a preset threshold. Based on the results of the test runs of the
BCPNN, the threshold level for associations is that of the lower 95%
confi-dence limit of the information component (IC) value crossing zero when a
new batch of reports is added.
All
associations are followed automatically for 2 years, the data being checked at
6-month inter-vals. After the final listing, an association may be reintroduced
for another 2-year follow-up. The associations are also copied to a cumulative
log file (history file), which will serve as a filter to exclude combinations
that have in previous quarters passed the threshold level. This will prevent
drug-ADR combinations with a confidence limit fluctuating around zero from
being fed into the review process repetitiously.
A
panel of experts has been established to analyse reactions pertaining to
particular body systems. The Associations database is sent to the expert review
panel for evaluation. Before distributing the database, associations are
checked against standard reference sources [e.g. Physician’s Desk Reference
(PDR), Martindale] and the published literature (using, e.g., Medline and Reactions Weekly). This facili-tates the review and identifies
those associations that are, if not generally known, at least identified
previously.
Searching
and sorting of the associations data can be done not only on drug, ADR and the
various statistical measurements but also on system organ class (SOC) and on
therapeutic drug groups using the anatomical-therapeutic-chemical (ATC)
classification. To ensure that there are at least two reviewers per SOC, we
intend to extend the panel of reviewers from today’s 30 experts to around double.
Recently, a special panel of experts to review reactions to herbal preparations
was set up.
To
the Associations stage, the process is purely quantitative, but clinical
knowledge and judgement is necessary for the evaluation of associations and is
provided by the national centres and expert reviewers. Short summaries of their
findings are circulated to participating national centres in a memorandum
called ‘Signal’. An investigation has demonstrated that the WHO Programme is
successful in finding new drug-adverse reaction associations at an early stage
and in providing useful information about them to national centres (Ståhl et al., 2003) Individualised sections of
the Signal document are provided to companies on their patented products for
their comment.
To
aid the expert reviewers, and also to facili-tate interpretation of the
information presented in the Signal document, a set of guidelines is being
used. As with the associations, signals will be reassessed after 2 years, with
a possibility of re-introduction for follow-up and also copied to a history
file for easy tracking. With the new follow-up procedures that are being
introduced, a mechanism by which signals can be re-evaluated following new
information will be in place. This enables, for example, renewed considera-tion
of associations for which there initially was not enough information to merit
signalling. Signals that are later supported by new evidence can also be
high-lighted. The nature of the signal will determine what measures need be
taken in terms of follow-up.
A
larger number of variables than the routine drug-ADR combinations can also be
considered using the Bayesian approach, as described above. One of the
advantages of a neural network, as used in the BCPNN, is that it can search for
patterns of associations between fields that are not determined a priori: it can find novel complex
relationships. One of the outcomes of these analyses may be to identify patient
subgroups that may be at particularly high risk of getting a specific adverse
reaction when they have taken a specific drug. Another possibility is to
establish that a drug safety problem is related to a particular country, or
region, or a certain time period. By further developing the BCPNN method-ology
for the analysis of the large amount of data in the WHO database, it is
expected that not yet revealed risk factors for the development of drug-related
ailments may be detected. The UMC develops and uses unsuper-vised pattern
recognition methods to avoid too many preconceptions influencing
investigations, which are then largely driven by the data itself. The approach
also picks up, and allows analysis of, data and method-ological issues such as
duplications in reports which may not be obvious (Norén, Orre and Bate, 2005).
·
The UMC has an important role to play as a communication
centre – a clearing house for infor-mation on drug safety at the service of
drug regula-tory agencies, pharmaceutical industry, researchers
and other groups in need of drug safety informa-tion. Requests for special database
searches and investigations are received from these parties at a rate of around
225 per year. In addition, flexible on-line retrieval programmes are made
available by which the database users may perform a variety of standardised
searches by themselves. Access for non-member parties is subjected to some
confiden-tiality restrictions agreed by Programme members. Use of the
information released is subject to a caveat document to explain its proper use.
Detailed manuals for the on-line service and the customised retrievals on
request are available from the Uppsala centre.
The
UMC co-operates with WHO to provide drug safety information in the WHO Pharmaceuticals Newsletter, distributed by the Health Technology and Pharmaceuticals department of WHO
headquarters, leading to a wider distribution of the information to all member
countries of WHO. The UMC is responsi-ble for compiling information from
national pharma-covigilance centres, including their adverse reaction
bulletins, on warnings, recommendations and advice provided to health
professionals in relation to the safe use of medicines.
The
UMC co-operates with Adis International in the journal Reactions Weekly to provide additional information in the section
‘Adverse Reaction Case Reports’ in the journal. Any claim to a first report in
‘Reactions’ is supplemented, where possible, by supporting information from the
WHO adverse reac-tions database.
Uppsala Reports is the name of a
bulletin which is made freely
available to all interested parties by the UMC. It provides an easy-to-read
account of news about pharmacovigilance, the WHO Programme, its members and
services.
Communications
within the WHO Programme have improved with the increasing use of electronic
communications media. The UMC is maintaining an e-mail discussion group called
‘Vigimed’, which allows for rapid exchange of information around the world on
drug safety matters. Membership is restricted to persons connected to national
pharmacovigilance centres, which means that confidential information before a
issue is fully evaluated can be circulated.
The
internet home page of the WHO Programme (http://www.who-umc.org) is a dynamic
tool for communications with all clients of the UMC. Recently, the Products
& Services division of UMC, dealing mainly with commercial customers, set
up a new website presenting all of their services
(http://www.umc-products.com).
·
International comparisons of drug safety reporting have been
made (Lindquist, 1990, 2003; Lindquist and Edwards, 1993). These comparisons
have shown important differences in country profiles of reporting. The
differences between countries may be due to a variety of factors. Some of the
differ-ences may be purely technical but others may relate to differences in
medical practice, the use of medi-cal terms and societal influences such as
media interest (Mills and Edwards, 1999). Sometimes, the difference in
indications, doses of medicines and/or the routes of administration may be
significant (Lindquist et al., 1996).
It is sometimes alleged that these findings are not signals, but this is to
take a narrow view of a ‘signal’ as simply a previously unreported medicine/ADR
association, rather than to consider that any significant new evidence on a
medicine-related risk is a signal (see WHO defini-tion – Edwards, 1997).
·
Definitions for a variety of pharmacovigilance terms have
been proposed and accepted widely (Edwards, 1997). Within the WHO Programme,
many definitions of commonly used terms, such as adverse reaction, side effect,
adverse event and signal, have been worked out. These definitions contribute to
a harmonised way of communicating both inside and outside the Programme
(Edwards and Biriell, 1994).
·
Guidelines for signal finding have been proposed and widely
accepted (Edwards et al., 1990). It
is an important concept that a medicine-related signal from spontaneous reports
should be consid-ered starting with the seriousness of the apparent signal and
then appraising both the quantity of reports as well as the strength/quality of
the infor-mation in those reports. Because the quality of information on a
report is limited does not neces-sarily mean that the observation underlying it
is less valid: but it does mean that objective assess-ment may be difficult or
impossible. Assessing the weight of reported evidence is a complex clinical
decision, which has further been aided by defini-tions of ‘certain’,
‘probable’, ‘possible’ and so on (Edwards, 1997).
·
The idea of the possibility of an exhaustive dataset being
stored was initiated, and has become the ICH E2B project. A new WHO database,
called Vigibase, containing all the fields was completed in 2002 (see paragraph
below) (Lindquist, 1998). First with the Council of International
Organisa-tions of Medical Sciences (CIOMS, 1995) and then with ICH, the UMC has
developed a comprehen-sive set of data fields, which have been included in the
new database, which is fully operational. In this data model, much more
detailed information on each case may be stored.
The
new UMC database has great complexity, and it seems unlikely that many of the
available fields will be completed until a ‘paperless’ system comes into
operation in several countries. The new database is fully compatible with the
old one, so that reports both in the old WHO format and the new E2B format can
still be accepted. To provide flexibility for users with varying requirements
and sophistication is a great challenge, but we are hopeful that the new
database will pave the way for the international availability of much more
useful case data, without the need to go back to the original provider for more
details.
Along
with the provision of the new database, the UMC gives more active support to
national centres over their IT development by offering VigiFlow, a web-based
reporting software solution. The system accesses Vigibase over the internet, so
no local instal-lations are required. Reports can be entered and accessed
through password-protected, secure internet connection by the reporting doctor,
regional centres or the national centre, and will automatically be trans-ferred
to the international database. Many delays in the transmission of reports to
the WHO are secondary to a variety of technical issues, which can now be
minimised.
·
The UMC organises training courses to foster education and
communication in pharmacovigi-lance with the main aim of supporting the
devel-opment of national programmes for spontaneous ADR reporting. Since 1993,
the UMC offers every second year a 2-week training course in adverse reactions
and adverse reaction monitoring to which 25 healthcare profes-sionals are
accepted from all over the world. The course is for 2 weeks and is divided into
three consec-utive modules. The first is focused on spontaneous monitoring and
the practicalities of managing a drug monitoring centre. This section also
offers hands-on experience in using the database of the WHO Programme. The
second module is an introduction to wider issues in pharmacoepidemiology. As it
is more and more recognised that being able to communicate, often difficult
issue in drug safety, is important, a third module on effective communication
in pharmacovig-ilance has been added to the course.
There
is an increasing trend towards local and regional meetings and courses in
pharmacovigilance. The WHO Programme often takes part in such meet-ings,
particularly those organised in developing coun-tries, to provide support and
technical advice. UMC’s expertise is sought in the important WHO Public Health
Programmes against HIV/AIDS and malaria, where new drugs causing new problems
are used. UMC staff are commonly invited all over the world to speak at
professional meetings.
·
Every year, representatives of national centres are invited
to a meeting arranged jointly by WHO and one of the participating countries. At
these meetings, technical issues are discussed, both in relation to how to
improve global drug moni-toring in general and concerning individual drug
safety problems. Because the meetings have very high attendance rates, they are
important for the establishment and maintenance of personal relationships
subsequently contributing to good communications.
The
WHO Programme has developed a standard-ised adverse reaction terminology
(WHOART) and a comprehensive index of reported drugs (WHO-DD), both of which
have a utility beyond their importance to the monitoring system. These tools
are used in the pre-marketing safety area, as well as for post-marketing
studies by many pharmaceutical compa-nies. The WHO Drug Dictionary is unique in
its coverage of drugs marketed throughout the world. It is available as
computer files for inclusion in users’own software. The UMC has in conjunction
with the introduction of the new database developed it further to incorporate
more detailed information and make it compatible with the pre-standard proposed
by the European Committee for Standardisation (CEN). A cooperation with IMS
Health has started which will further improve the dictionary by making it more
comprehensive and more up to date.
More recently, WHO has invited the UMC to be a partner in the WHO Family of Classifications (WHO-FIC). This includes all of the WHO classi-fications, notably the International Classification of Diseases. The plan is to link all of the WHO clas-sifications, which will include the WHO-DD and WHOART being linked to ICD to harmonise drug-induced disease with other illness classification.
·
There is a general need to quantify adverse reaction
information. The WHO centre is working jointly with IMS International to
analyse adverse reaction reports together with drug use data from different
countries, and results of pilot studies have been published (Lindquist and
Edwards, 1997; Lindquist et al.,
1994, 1996, 1997). These analyses allow national
differences in reporting rates to be further analysed for reasons that may be
due to differ-ences in indications for use, medical practice and demographics.
It is hoped that this type of analysis of international data will serve as a
guide to the need for more precise pharmaco-epidemiological investigations and
will be taken into regular use.
·
The UMC has been active in refining the concept of
benefit–harm analysis for drug safety (Edwards, Wiholm and Martinez, 1996). The
previous common pairing of benefit and risk does not provide a logical or
helpful contrast: we need to know what are the benefits and their chance of
occurring (benefit and effectiveness); and what is the harm and its chance of
occurring (harm and risk). Effectiveness–risk analysis, often referred to as
‘benefit–risk assessment’ and also ‘risk manage-ment’ should be more than the subjective
opin-ion of a group of experts and is in its infancy an objective way of
considering drug therapy. The needs of managed care and the adoption of
guide-lines for therapy in all therapeutic areas mean that there needs to be
satisfactory methods for measuring effectiveness–risk in clinical practice for
all major therapeutic interventions, so that those interventions may be
compared. Safety must be seen as relative: there is no absolute safety. There
is relativity in the risk or harm that one drug causes compared with another
and in the risk or harm caused by a drug in relation to its effective-ness or
benefits. Risk, above a certain incidence 1/1000 , is measurable in clinical
trials, but we have much less information on safety than we need, because clinical
trials are not well designed to elicit information about adverse effects.
Addi-tional information on lower incidences comes from individual case reports
of varying quality and quan-tity and from observational studies, which are not
consistently performed with all drugs and all ADRs. The observational material,
reports or stud-ies, is susceptible to various biases to different degrees.
Most studies actually measure effective-ness (the frequency of a defined
beneficial effect) and risk (the frequency of various defined aspects of harm).
They do not measure benefit (the degree to which an individual feels improved
by a ther-apy) or harm (the degree to which a person feels damaged by a
therapy)
·
The concept and needs for benefit–risk commu-nication have been
explored and developed. One of the widely quoted outcomes is the ‘Erice
Declaration’, which proposes principles for such communication (Bowdler, 1997;
Edwards, 1999; Edwards and Hugman, 1997; Edwards et al., 2000). With the aim of improving communications in
pharmacovigilance, initiatives have been taken to call together representatives
of all major groups involved in the provision of drug safety infor-mation. The
Erice report on communicating drug safety information sets out the basis for
further development in this area (UMC, 1998).
It
is important that everyone should have a basic understanding of how science and
medicine affect their lives and of the basis on which they should make
decisions which will influence their health and welfare. Drug safety issues are
high on the list of priorities in everyday life. The UMC has been actively
committed for some years to the development of open, ethical communication and
effective, modern commu-nications practice.
The
publication of the two parts of ‘Viewpoint’ (see http://www.who-umc.org –
Publications – View-points 1 and 2) is an example of this commitment.
‘Viewpoint’ provides a comprehensive picture of the complex and vital issues
and questions surround-ing drug safety and the part played by the UMC, the WHO
Programme and its members in improving public health and reducing the potential
hazards to patients.
Viewpoint
has been written and designed to be accessible to the widest possible audience:
among the first of its kind in the world. Part 1 explains the basic concepts
and issues in drug safety and risk management while Part 2 offers a more
detailed and technical account of the science of international
phar-macovigilance, but still in relatively simple language and concepts. Both
are in full colour and extensively illustrated with pictures, graphs and
diagrams.
A
recognition of the importance of good communi-cation skills has led to many
initiatives, UMC person-nel have been involved in the training of journalists
in drug safety in various countries, and a new module on ‘Effective
communications in pharmacovigilance’ has been added to the UMC training course
on ADRs
·
A great number of publications are produced annually from
the UMC, both technical which are intended for national centres in the WHO
programme directly working with drug safety issues and publications for a wider
audience with an interest in the field.
Some
of the publications, as The Importance of
Phar-macovigilance (WHO and UMC, 2002) and Safety Monitoring of Medicinal Products: Guidelines for Setting up and
Running a Pharmacovigilance Centre (WHO and UMC, 2000) have been published
jointly with WHO. The scientific work at UMC has led to the publication of two
doctoral theses [Bate 2003; The use of Bayesian confidence propagation neural
network in pharmacovigilance (Bate, 2003), and Lindquist, 2003, Seeing and
observing in international pharmacovigi-lance – achievements and prospects in
worldwide drug safety (Lindquist, 2003)].
Over
the last 10 years, there have been 66 publications in scientific journals
actively involving UMC staff.
·
It has become increasingly clear that adverse reaction
monitoring must be extended to herbal remedies, not least because of the
cultural change in developed countries where more and more people are turning
to natural products. In response to this challenge, the UMC has taken
initiatives to improve the classification systems for such medicines. In a
joint project with institutions in the United Kingdom and the Netherlands, a
system compatible with the ATC system used for modern, synthetic medicines has
been developed. Input from experts from all parts of the world, represent-ing
different therapeutic traditions, is indispensable for this project. The work
has been done in collab-oration with experts in South Africa, the United States
and Germany.
·
The UMC database is far enough advanced to be finding some
herbal signals and an expert panel to analyse these herbals signals has
recently been set up (Farah, 1998, 2000a, Farah et al., 2000b; Lindquist, Farah and Edwards, 2000).
·
The need for new pharmacovigilance approaches to deal with
the aggressive global marketing of drugs has been identified (Edwards, 2000).
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