Tackling the Semantic
Interoperability challenge
Dipak Kalra
European Patient Summaries: What is next?
The context for sharing health summaries
Cro
ss
-bo
rde
r h
ea
lth
ca
re
Unscheduled care
(emergency,
unexpected)
Scheduled care
(planned by clinician,
arranged by patient)
Generic patient summary
Procedure referral summary?
Condition specific summaries
are needed,
including care plans
Continuity of care
for acute
exacerbations,
complications
(predictable, even if
not predicted)
Als
o u
se
ful fo
r w
ith
in-b
ord
er
he
alt
h c
are
These must be clinically driven, engaging multiple stakeholders
• Inpatient Mortality 11.1%
– Cardiology ward 7.8%
– General medical 13.2%
– Other ward 17.4%
Mortality for patients hospitalised with HF
Source: John Cleland, Suzanna Hardman, SHN WP1
What are we trying to do ?
• Develop a useful and credible electronic health record for use in patients
for HF, as an exemplar of other chronic conditions
• Starting with a Shared Care Summary
– This must contain basis for a reliable diagnosis
– This must support downstream care providers who may be unfamiliar with
the patient
Collation of Heart Failure Data-Sets & Guidelines
• Existing trial data-bases delivered
– Hull Life Lab Data-Base
– SICA-HF (FP7 funded epidemiology study of HF)
– UK National Audit Data-Base
• Heart Failure Guidelines Collated
– European Society of Cardiology
– American Heart Association/American College of Cardiology
– Heart Failure Society of America
– NICE Guidelines and Quality Standards
– SIGN
– Australia & New Zealand Guidelines
Source: John Cleland, Suzanna Hardman, SHN WP1
Is it heart failure? Key information needed for diagnosis and management
Source: John Cleland, Suzanna Hardman, SHN WP1
Proposal for a Heart Failure Summary
Items that Occasionally Change
• Aetiology: Coronary Artery Disease
• Prior Myocardial Infarction?: Yes: Anterior 2005
• Co-morbidity: Type 2 Diabetes and Arthritis
• Implanted Device: No (drop down of ICD, PM or CRT)
• ECG– Heart Rhythm: Sinus
– PR interval: 210msec
– QRS duration: 110msec
• Echocardiogram– LVEF: 32%
– Mitral regurgitation: moderate
– Other important valve disease: no
• Lung Function: – FEV1: 2.1 (83% of
predicted)
– FEV1/FVC: 75%
• Urine Protein: Trace
Source: John Cleland, Suzanna Hardman, SHN WP1
Proposal for a Heart Failure Summary
Symptoms
• Symptoms
– Orthopnoea: No
– Exertional Breathlessness: Moderate
– Ankle Swelling: No
– Fatigue Moderate
– Chest pains: No
– Cough: Fair
– Well-being: Good
– Sleep Quality Poor
– Snoring Yes
Items in grey are required less often
Source: John Cleland, Suzanna Hardman, SHN WP1
Proposal for a Heart Failure Summary
Items that Often Change
• Heart rate: 88 bpm
• Systolic BP: 144mmHg
• Diastolic BP: 102mmHg
• Weight: 69.8kg (BMI calculated……)
• Target ‘Dry’ Weight: 68.0kg
• Haemoglobin: 10.8g/dL– If Anaemic, Haematinic screen: Iron Deficiency
• Sodium: 138mmol/L
• Potassium: 4.0mmol/L
• Urea: 11.5mmol/L
• Creatinine: 137umol/L
• Albumin: 44g/dL
• BNP/NT-proBNP: 3,127ng/L
• Blood Glucose (Random): 7.2mmol/L
• HbA1c: 7.4%
Source: John Cleland, Suzanna Hardman, SHN WP1
Therapeutic Targets
Instructions
• ACE Inhibitor: Yes, Ramipril 5mg bd
• Angiotensin Receptor Blocker: Not required
• Beta-blocker: Yes, Carvedilol 25mg bd
• Spironolactone: Yes, 25mg/day
• Loop Diuretic: Bumetanide 2mg/day
• Ferrous sulphate: Yes, Stop in 3m
• Digoxin: Not required
• Anticoagulant: Not required
• Antiplatelet: Clopidogrel 75mg/day
• Exercise: Yes, for 20 min x 3/wk
Physiological Targets (may modify instructions)
• Symptom Control None or Mild
• Resting heart rate 50-70bpm
• Systolic BP 110-130mmHg
• Dry weight 68kg +/- 2kg
• HbA1c 6.5-8.5%
Source: John Cleland, Suzanna Hardman, SHN WP1
Discharge Instructions
• Double Carvedilol every 2wks until target achieved …
• Double Ramipril in one week to achieve target …
• Stop ferrous sulphate in 3months and re-check haemoglobin …
• Advise on dietary salt and exercise …
• Increase bumetanide in one month if …
Source: John Cleland, Suzanna Hardman, SHN WP1
Heart Failure summary template (openEHR format)
Source: Ian McNicholl, openEHR, SHN WP4
Overlap Terminologies / Information Models
Source: Stefan Schulz, Cati Martinez, SHN WP4
• Clinical Information models to be used without or with inexpressive terminologies
Clinical Terminologies
Clinical Information Models
• Terminologies to be used without information models
• Contextual statements (negation, plans, beliefs…) within terminologies
– SNOMED CT context model
– ICD 11 content model
• Local terminology within IMs
• Post-coordination within IMs
Suspected heart failure caused by ischaemic heart disease
• Three heterogeneous representations of the same
statement
• Three different atomic information entities
Organ Failure Diagnosis
Organ Heart
Status Suspected
Caused by
ischaemic
heart disease
Yes
No
Unknown
Diagnosis
Suspected heart failure caused
by ischaemic heart disease
x
Diagnosis
Heart Failure
Status
Suspected
Cause
Ischaemic heart
disease
Source: Stefan Schulz, Cati Martinez, SHN WP4
SHN Semantic Patterns approach
27
SEMANTICPATTERNS
SHNOntology
Framework
compliant with
Use cases: heart failure and
cardiovascular health
SHN Semantic Patterns approach
SHN Ontological Framework
SEMANTICPATTERNS
Heterogeneous Clinical Models
HOMOGENEOUS QUERY
DL Reasoning
A Semantic Pattern to represent a non-smoker
shn:EvaluationProcess
shn:InformationItem
sct:smoking
sct:InThePast
sct:Absent
‘describes situation’
‘has temporal context’
‘has finding context’
“information about patients without past history of smoking”
‘result from process’
Query pattern
NPH_CS_PT
Semantic Query Pattern
Semantic interoperability: key stakeholders who need to be
involved
• Patients, patient associations
• Clinicians, professional associations, clinical specialty associations
• Healthcare provider organisations
• Healthcare payers: public health authorities, insurers
• Health ministries
• Public health organisations
• EHR system vendors, medical device vendors, ICT infrastructure
vendors, Industry associations
• Pharma, research organisations
• Standards Development Organisations
• The European Commission, ONC, WHO, OECD...
For cross-border patient care, population health, comparisons, surveillance,
research, products and services
Information patients would like included in a long term condition summary