Better clinical outcome monitoring and healthcare quality through the use of graphical methods
Submitting Institution
University College LondonUnit of Assessment
Mathematical SciencesSummary Impact Type
HealthResearch Subject Area(s)
Medical and Health Sciences: Public Health and Health Services
Summary of the impact
The Variable Life-Adjusted Display (VLAD) is a graphical tool for
monitoring clinical outcomes. It
has been widely adopted by UK cardiac surgery centres, and has helped a
shift in culture towards
more open outcome assessment in adult cardiac surgery, which has been
credited with reduced
mortality rates. VLAD is also being used for a broad range of other
clinical outcomes by regulatory
bodies worldwide. For example, Queensland Health uses VLAD as a major part
of its Patient
Safety and Quality Improvement Service to monitor 34 outcomes across 64
public hospitals, and
NHS Blood and Transplant uses VLAD to monitor early outcomes of all UK
transplants.
Underpinning research
In the UK in the mid-1990s it was discovered that prolonged periods of
poor performance by
individual cardiac surgeons had been going undetected. This highlighted
the need for clinical
outcomes — such as the rate of mortality within 30 days after surgery — to
be routinely monitored.
Researchers in UCL's Clinical Operational Research Unit (CORU) — a team
dedicated to applying
operational research and mathematical modelling approaches to problems in
health care — collaborated
with cardiothoracic surgeon Tom Treasure to develop a monitoring tool that
clinicians
would find useful. As part of the engagement process necessary for
successful operational
research, the CORU team spent months attending seminars and meetings at St
George's Hospital,
where Professor Treasure worked at the time, to "tune in" to how surgical
teams discussed
outcomes and related to data. A key challenge was how to account for
differences in case-mix
(e.g. different severity of patients' heart disease) between centres, so
that meaningful comparisons
can be made and clinicians or hospitals that undertake more risky cases
are not unfairly penalised.
This research led to the development in 1997 of a novel graphical display
for outcome monitoring
called the Variable Life-Adjusted Display (VLAD) [1]. The VLAD is a plot
of the difference between
the cumulative expected mortality and the cumulative observed mortality as
a function of case
number (or, in later versions, time). The expected mortality takes into
account the risk associated
with each case, as estimated using an existing risk scoring system. For
each death within 30 days
the VLAD trace falls by the estimated probability of survival for that
case; for each survival within
30 days it rises by that case's estimated probability of death. This
simple, intuitive display was the
result of the engagement process, and repeated prototyping and discussion
between the CORU
team and the surgical author. In addition to the incorporation of
patient-to-patient differences, key
to the success of VLAD has been the explicit "credit" given to clinical
teams for runs of better than
expected outcomes.
In the mid-2000s, CORU extended the methodology to add flexibility and
aid interpretation of VLAD
charts. In 2004, a collaboration with Cambridge's Papworth Hospital and
Guy's and Thomas'
Hospital Medical School led to the addition of graphical tools, based on
exact analytical methods,
which allow the user to see how likely it is that deviations from expected
surgical outcomes occur
by chance [2]. A method was then devised in 2005 for augmenting the basic
VLAD chart with a
"signalling" function based on CUSUM analysis, adding information as to
whether an upwards or
downwards trend in clinical outcomes constitutes a statistically
significant deviation from expected
performance [3].
Although originally developed to monitor outcomes in adult cardiac
surgery, the VLAD technique
has since been applied in many other clinical settings. The CORU team has
been active in this
research area; for example, in collaboration with University College
Hospital (UCH), they adapted
the technique for monitoring the occurrence of surgical wound infections
in hospitals in 2007 [4],
and implemented it at UCH for this purpose in 2011 [5]. In 2010-12, CORU
also worked on
outcome monitoring using VLADs after paediatric cardiac surgery, first
helping to develop a
dedicated risk model (known as PRAiS) to adjust for case-mix differences
and then working with
three UK paediatric cardiac surgery centres (Great Ormond Street Hospital,
Evelina Children's
Hospital in London and The Royal Hospital for Sick Children in Glasgow) to
implement local routine
monitoring [6].
CORU's contribution to all the research above included engagement with
the clinical communities
to build a shared understanding of the clinical context and the purpose of
monitoring; data analysis
and model development; and design and implementation of graphical tools
and software.
Key UCL researchers: Jocelyn Lovegrove (Research Fellow; 1995-99),
Stephen Gallivan (Senior
Research Fellow to Professor, then Principal Research Fellow; 1985-2010),
Chris Sherlaw-Johnson
(Associate Research Assistant to Senior Research Fellow; 1990-2006),
Christina Pagel
(Research Fellow to Lecturer in Operational Research; 2005-current), Sonya
Crowe (Research
Associate to Health Foundation Improvement Science Research Fellow;
2009-current), Martin
Utley (Research Fellow to Professor of Operational Research;
1996-current).
References to the research
[1] Monitoring the results of cardiac surgery by variable life-adjusted
display, J. Lovegrove, O.
Valencia, T. Treasure, C. Sherlaw-Johnson and S. Gallivan, The Lancet,
350(9085), 1128-1130
(1997) doi:10/dxvknj
[2] Computer tools to assist the monitoring of outcomes in surgery, C.
Sherlaw-Johnson, S.
Gallivan, T. Treasure and S. A. Nashef, Eur. J. Cardiothorac. Surg.,
26(5), 1032-1036 (2004)
doi:10/bp92z2
[3] A method for detecting runs of good and bad clinical outcomes on
variable life-adjusted display
(VLAD) charts, C. Sherlaw-Johnson, Health Care Manag. Sci., 8(1),
61-65 (2005) doi:10/dpvrft
[4] The development of and use of tools for monitoring the occurrence of
surgical wound infections,
C. Sherlaw-Johnson, P. Wilson and S. Gallivan, Journal of the
Operational Research Society, 58,
228-234 (2007) doi:10/bpbnzn
[5] Automating the monitoring of surgical site infections using variable
life-adjusted display charts,
C. Vasilakis, A. P. R. Wilson and F. S. Haddad, J. Hosp. Infect.,
79, 119-124 (2011) doi:10/d8qp6n
[6] Real time monitoring of risk-adjusted paediatric cardiac surgery
outcomes using variable life-adjusted
display: implementation in three UK centres, C. Pagel, M. Utley, S. Crowe,
T. Witter, D.
Anderson, R. Samson, A. McLean, V. Banks, V. Tsang and K. Brown, Heart,
99, 1445-1450 (2013)
doi:10/n2g
References [1], [3] and [6] best indicate the quality of the
underpinning research.
Details of the impact
Monitoring of short-term outcomes using VLADs is now conducted within
many adult cardiac
surgery centres in the UK and other countries, including India (Sri
Jayadeva Institute of Cardiology,
Bangalore; since 2010), Singapore (National University Heart Centre; since
2009), Greece
(Onassis Cardiac Surgery Center, Athens; since 2011) and Sweden (Örebro
and Linkoping
University Hospitals; since 2010). The technique has impacted on surgical
units as it allows them
to analyse and compare the performance of individual surgeons and ensures
that any appropriate
action relating to an unexpected increase in mortality can rapidly be
taken. One UK-based surgeon
informed us that VLADs are "invaluable for quality assurance" within his
cardiac unit and give him
"great confidence in the overall performance of surgeons and the unit"
[A]. In 2011, the Society for
Cardiothoracic Surgery in Great Britain & Ireland (SCTS) reported a
"50% reduction in risk-adjusted
mortality in the United Kingdom in recent years" as a result of the
collection, analysis,
benchmarking and feeding back of robust data on clinical outcomes for the
purposes of quality
improvement [B], which is facilitated in part by the use of VLADs. The
SCTS also believes that
these improved processes are the cause of the reduction in recent years of
damaging cardiac
surgeon suspensions and restrictions of practice, as they lead to
"detection of potential problems at
an early stage, allowing implementation of strategies to improve outcomes
before any restriction of
practice or suspension may be needed." [B]
In paediatric cardiac surgery, software developed by CORU (which uses
VLADs with the PRAiS
risk model) was sold under licence in 2013 to all 12 UK (NHS and private)
centres performing this
type of surgery, and is being used by them for routine monitoring of
outcomes. This use of VLADs
has been incorporated by NHS England into the quality assurance checklist
they developed for
commissioners of paediatric surgery services [C]. The relevant national
audit body, NICOR, has
also purchased the software and used it in their comparative analysis of
outcomes in the 10
English centres [D], which followed the suspension of paediatric cardiac
surgery at Leeds General
Infirmary in April 2013. Their analysis indicated that there were no
`safety' problems in any of the
centres [D]. Outside of cardiac surgery, VLADs have found use in the
monitoring of surgical wound
infection rates at University College Hospital in London, and the
monitoring of mortality rates within
the general adult Intensive Care Unit at Waikato Hospital in New Zealand.
NHS Blood and Transplant uses VLADs (together with CUSUM charts) on a
national level to
monitor early outcomes of all transplants undertaken in the UK's 23
kidney, 8 pancreas, 7
cardiothoracic and 7 liver transplantation units [E]. Each significant
change in the rate of mortality
or graft failure generates a signal that leads to an investigation. For
example, in 2011 monitoring
indicated that Royal Brompton & Harefield NHS Foundation Trust had
experienced more deaths
than expected following heart transplants. This prompted an external
review conducted by two
senior clinicians, and the eight recommendations of this review have now
been implemented by the
trust [F]. These included developing "a consensus approach to the
management of primary graft
dysfunction and failure", and making sure that "cardiothoracic retrieval
surgeons at the donor
operation are made aware of any need for delay so as to ensure minimised
ischaemic times". In
the 2011 UK Liver Transplant Audit, VLAD charts revealed that no
significant deviation from
expected mortality had occurred in paediatric centres since 2008, but that
a significant change had
occurred in January 2011 in the Newcastle adult centre, which led to that
centre conducting an
internal review of its service [G].
Since March 2009, VLADs have been used by the Veterans Health
Administration (VHA), a
component of the United States Department of Veterans Affairs and the
USA's largest integrated
health care system, serving over 8.3 million veterans each year. VLAD
charts are incorporated into
the VHA's national quality improvement project to monitor mortality on
acute medical and surgical
units at 127 VHA centres. Charts are updated on a quarterly basis and made
available to
managers or analysts at centres as part of a quarterly report package. To
help these users
interpret the information, the VHA prepared educational materials in
November 2010 and has held
several training sessions since June 2009. The VLAD chart is "well
perceived by managers for its
ease of use and its ability to alert users to investigate care process
during a specific period." The
VHA has informed UCL that it is not possible to isolate the contribution
of VLAD in improving
mortality since it is part of a national quality improvement program that
involves other tools and
improvement strategies, but that they have seen an "improvement in
mortality over time and
consider VLAD an important tool that signals periods needing
investigation" [H].
Since 2007, VLADs have been a component of the UK Care Quality
Commission's (CQC)
nationwide surveillance programme, in which they are used as a
presentational tool to guide
interpretation. Within this programme the CQC monitors a selection of
outcomes (including
maternity and emergency re-admissions indicators) across all 163 acute NHS
hospitals in England,
in addition to adverse events in other care sectors such as adult social
care and mental health. The
CQC has handled over 650 alerts under this programme; in recent years
60-70% of these alerts
have led to improvement plans being implemented in NHS trusts [I].
Improvement plans included
those for "better management of patient fluid balance, the complete
redesign of patient pathways,
improved identification of early warning signs and more efficient links
with primary and community
care" [I]. In one case, an alert identified high mortality among patients
admitted with a hip fracture.
The trust reviewed their care for these patients and identified remediable
problems at specific
points in patients' care; to address these they developed and shared an
improvement plan [I].
The enhanced approach to VLAD charting devised by Sherlaw-Johnson
(reference [3] above) was
adopted in 2007 by Queensland Government's Department of Health as part of
their clinical
governance framework; VLADs were introduced into the state's largest
public and private hospitals
as a major part of the Queensland Health Patient Safety and Quality
Improvement Service. This
was followed by a partnership between Queensland Health (QH) and the
software company Opus
5K to develop the VLAD Clinical Monitoring (VLAD CM) IT system, which
enabled QH to deploy
VLAD charting in over 64 Queensland hospitals in October 2009, where it is
currently used to
monitor 34 clinical indicators [J]. On-going rigorous reviews of
indicators are conducted by VLAD
Indicator Review Working Groups [J, K].
The Queensland Government's VLAD Policy (2012) [J] governs the use of
VLADs within QH and
details the following procedure: VLAD CM disseminates monthly VLAD charts
to hospitals,
indicating where predetermined levels of variation in patient outcomes are
exceeded and flagging
issues for further review. Hospitals are required to investigate why flags
have occurred and submit
a response within 30 days. In 2010-11, around 1,000 VLAD charts were
disseminated each month,
the Queensland Health Peak Safety and Quality Committee VLAD Subcommittee
reviewed 382
hospital investigation reports written in response to flags, and 300
clinical reviews by hospital staff
occurred as a result of VLADs [L]. The use of VLADs has resulted in the
implementation of
numerous quality initiatives within Queensland hospitals, leading to
improvements in areas such as
discharge processes, clinician documentation and resource allocation [K].
Sources to corroborate the impact
[A] Supporting statement from a cardiac surgeon at Royal Victoria
Hospital, Belfast — corroborates
that cardiac surgery at this hospital is benefiting from VLADs. Available
on request.
[B] Maintaining Patients' Trust: Modern Medical Professionalism 2011,
available online
http://www.scts.org/_userfiles/resources/634420268996790965_SCTS_Professionalism_FINAL.pdf
— corroborates
the SCTS's view that outcome monitoring has led to improvements.
[C] Supporting statement from Service Specialist at NHS England —
corroborates the incorporation
of VLADs into NHS England's quality assurance checklist. Available on
request.
[D] Investigation of mortality from Paediatric Cardiac Surgery in
England 2009-12, available online
http://www.england.nhs.uk/wp-content/uploads/2013/04/finl-rep-mort-paed-card-surg-2009-12.pdf
— corroborates the use of VLADs and PRAiS by the national audit body in
their analysis.
[E] Supporting statement from the Associate Director of Statistics &
Clinical Audit at NHS Blood
and Transplant — corroborates the numbers of transplant centres in which
VLADs are
implemented. Note that this statement refers to VLAD charts as O-E
charts. Evidence that these
are the same thing can be found in Collett et al. (2009) The UK Scheme
for Mandatory Continuous
Monitoring of Early Transplant Outcome in all Kidney Transplant Centers,
Transplantation, 88, 970-5
(page 971). Available on request.
[F] Royal Brompton & Harefield NHS Foundation Trust Response to
NSCT External Review Report
of 29th December 2011, available online at
http://www.rbht.nhs.uk/healthprofessionals/clinical-departments/transplant/
— corroborates
the implementation of the recommendations by the trust.
[G] UK Liver Transplant Audit 2011 — corroborates the use of
VLADs, the findings of the audit and
the internal review at the Newcastle centre (e.g. see pages 9-10 and 57).
Pdf available on request.
[H] Supporting statement from the Innovations and Development Coordinator
at the VHA — corroborates
that VLAD charts are being used by the VHA to monitor outcomes and that it
finds
them beneficial. Available on request.
[I] Supporting statements from the Surveillance Manager at the CQC —
corroborates that VLADs
are used in the surveillance programme, and corroborates the details of
that programme and the
improvement plans. Available on request.
[J] Queensland Government VLAD website: http://www.health.qld.gov.au/psu/vlad/default.asp
— corroborates
the VLAD Policy, indicators, and activity of Indicator Review Working
Groups.
[K] Using the quality improvement cycle on clinical indicators — improve
or remove?, K. M.
Sketcher-Baker, M. C. Kamp, J. A. Connors, D. J. Martin and J. E. Collins,
Med. J. Aust., 193,
S104-S106 (2010) http://bit.ly/19mirG2
— corroborates the implementation of quality initiatives
leading to improvements.
[L] Patient Safety: from learning to action 2012, available
online
http://www.health.qld.gov.au/psu/reports/docs/lta5.pdf
— corroborates numbers of VLAD charts
disseminated, investigation reports reviewed, and clinical reviews
written. See page x (in the
executive summary) and page 58.