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1
Leonard Fass.GEHealthcare
A Vision of the Wireless Hospital
International Workshop onWearable and Implantable SensorsImperial College London
April 7. 2004
Integration of Medical Technology,IT and Nanotechnology will be
the basis of future medicine
Biotechnology Bio-informatics
Nanotechnology
Transfunctionalteams
Systems Integration is Key to Success
• In Vitro Analysis• Protein targeting fluorescent
nanoparticles, Lab on a Chip
• Medical Imaging- MEMS, Nano Systems
• Communication Satellites- 3D, Thin, Low Power
Packaging
• Mobile Communications- Miniature, High Performance
Systems
Point of Decision Application
Technology drivers for remote sensing
• MEMS devices• Sensors and electronic circuitry on same chip• Low power wireless transmitting devices(100 µWatt)• Millimetre scale batteries• Micro-sensor networks using 2.5mm3 motes• Transmitter range 20m between motes• Wireless portable display devices• Hardware encryption • Local decision support software
2
Application of BIS Sensor• Based on 1-channel EEG• Either left or right hemisphere
BIS(Bi-Spectral Index) Monitoring of depth of anaesthesia
BIS-XP Technology, with 4. electrodes• Improved artefact detection via internal 2 EEG channels• Improved EMG• Improved near-suppression handling• Filter to stop electrocautery interaction (Bovie resistance)
EEGs are typically symmetrical
Artifacts are typically asymmetrical
Awake Eye Blinks Unconscious
BIS Monitoring
Wireless solutiontechnically feasible for home based sleep studies
Falling asleep
For details see: Acta Anaesthesiol Scand 2004, 48(2): 154-161
Depth of anaesthesia by ENTROPY of EEG
• Measuring method: Eight-Electrode Technology:• Small, stable current (2,5 mAeff & 70 kHz) is transmitted via the outer
electrodes through the thorax, travelling mainly along the blood-filled aorta• Voltage drop is sensed by independent inner electrodes (no current)
Impedance Cardiography - ICG
3
• All ICG hemodynamic parameters plus Mean Arterial Pressure MAP
• Choice of Normal Rangesor Units of Measurement to be displayed
• Lower or Higher parameter values are labelled by – or +
“Fast Look” of ICG Parameters
–– COCO
++
Low High
12 Oct 22:11
ICGHR 107MAP 108CO 4.5CI 3.1SV 42SI 29SVR 1829SVRI 2634TFC 43ACI 65VI 53LVSWI 50LCWI 4.4STR 0.32PEP 82LVET 256eDO2I 500
60 10070 1054.0 8.02.5 4.560 13035 65900 14001900 240021 37 90 17035 6540I 603.0 5.50.30 0.50
++++
----++++++--
(Normal Ranges,(Normal Ranges,
no Alarm Limits)no Alarm Limits)
Impedance Cardiography
Thermodilution by PAC ICG via Skin Electrodes
Impedance Cardiography - ICG
Trend to non invasive sensing
Transcutaneous Measuring Technology
Miniaturized chemo-electricalcombined O2/CO2 sensor:
Solid state central CO2 electrode
Measuring membranes covering the electrodesand enclosing a very small amount of electrolyte
O2 micro electrode out of center,slightly protruding
TC Monitoring
• Sensor is placed directly on the skin, locking it to an adhesive ring
• Sensor is heated to 42°C - 45°C in order to arterialize the capillaries (Need to monitor arterial blood gases)
Transcutaneous Measuring Technology
TC Monitoring
4
• LNOP sensors with recessed photodiode• Reducing motion interference• Conventional two-wavelength photometry
SpO2 Monitoring• Efficient signal extraction from noise
• Adaptive (dynamic) filtering - not just fixed band-pass to reduce „in-band noise“
• Estimating actual noise characteristics and subtracting estimate from signal
• Rule for estimate: Red and infrared arterial signals are highly correlated, noise is not correlated
SpO2 Monitoring
Nanotechnology and Biosensors
Nanotechnology will contribute to a wide range of diagnosic applications through the development of:
• Implantable Diagnostic Devices• Internal Diagnostics• Intracellular Diagnostics• Pathogen Detection
In-vivo Sensor• Organic sensor, with telemetry• 100 microns• Biocompatible, Biodegradable
New Applications:• Stent Monitor - restenosis, pressure gradients, plaque
build-up, artery thickening• Smart Catheter, Fibrillation Detection• Post-operative Patient Monitoring, Drug Delivery• Radiation Therapy
•Dynamic Dose Control, Micro-Targeting, Reconstruction Aid (angular uncertainty)
Bio-Sensors & Actuators
Micromachines (MEMS sensors) are expected to have an enormous impact in the healthcare and pharmaceutical industries - Physics World April 2000
Innovative, Biocompatible, Biodegradable
5
Benefits• Portable applications• Flexible sheet-like “probe”• Low-cost manufacturing
Enabling TechnologiesIntegration
• MEMS transducer and electronics in the same miniature circuit
Miniaturization• Highest density, performance
interconnect & packaging
cMUT MEMS Array
MEMS Enabled Portable, Integrated, Imaging & Information Devices
Solid state ultrasoundReal Time Remote Imaging and Compression
Auto-detection of Femoral Vein
Remote Treatment Delivery
Early Detection and Treatment Using Intelligent Systems
Auto-detection of Femoral Vein, Remote Acquisition of Images. Test Compressibility, Prescribe Treatment
Guided Ultrasound Therapy
Encapsulated Drugs Released by Ultrasound at Disease Site
Ultrasound Hyperthermia
Destroy or Treat Disease TissueGlucose
Gluconic Acid
Glucose-oxidizing enzymes attached with gold nanoparticles to electrodes
Potential for use as biosensors to measure blood glucose
Courtesy I.Willner Jerusalem
Nanoparticle Plug
• Enzyme oxidizes glucose • Electrons flow through nanoparticle into the electrode • Amount of current indicates level of glucose present
6
PSA Activated Cantilevers
Three cantilevers are coated with antibodies to prostate-specific antigen (PSA).
The left cantilever bends as the protein PSA binds to the antibody.
The other cantilevers, exposed to human plasminogen and human serum albumin, do not bend because the anti-PSA antibodies do not recognize these molecules.
Courtesy of Flavio Robles/Protein Data Bank
Nano-cantilevers for detection of molecules
Surface stress change on cantilever due to adsorption of molecules in static mode
Ds=Et2/{4R(1-n)} (Stoney,1909)E=Young`s modulusn=Poisson`s ratiot= thickness
Change in resonance frequency due to mass adsorbed in dynamic mode
Dm=(k/4p)x(f1-2-f0-2)k equals the spring constant of the cantileverk=Et3w/4l3
w =width t=thickness l=length
Nano-cantilevers for detection of molecules
Can be used in heat mode to detect thermal changes by using more than one metal coating
Experiments are conducted with reference cantilevers that do not react with target molecules to eliminate errors due to thermal drift and unknown reactions
Electrochemical
pH
Thermometric
Optical
Piezoelectric
Pathogen Biosensor
Signal
Physicochemical Transducer
Change
•Binding (affinity)•Chemical reaction•Release of a detectable species
Biomolecularrecognition event
Enzyme
Antibody
Micro-organism
Cell
Aptamer
Nucleic Acid
7
Multiple binding sites
Raman Tag
YY
Y
Y
Y
Y
YY
50 nm Au
SiO2 Shell
Antibodies
SERS-Surface Enhanced Raman Spectroscopy• Nanoparticles engineered to provide Raman signal• Antibody-coated for specificity for pathogens• Multiple tags and multiplexed assays• Microfluidics provide simple new methods
1 particle gives Raman signal ~ 5 billion moleculesRaman signal of 1 mM Analyte from 2 µg Au/L particles
PathogenYY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
YYY
Y
Y
YY
Y
Y
YY
Y
Y
YY
Y
Y
Pathogen detection with Raman spectroscopy Portable Raman Spectrometer
Sensing targets• Biological Warfare Agents
(BWA)• Chemical Warfare Agents
(CWA)• Narcotics identification• Explosives identification
Enabling Technologies• Nanotubes & nanowires• Quantum dots• Hybrid
organics/inorganics
Nano BioSensors in the ER
Benefits• Real time, in situ reading of
biochemical activity
• Cellular level optical imaging
• Sensor guided precision surgical tools
NanowiresGE Global Research (2002)
1st SiC Analog-Digital Op-amp (GE Global Research, 2002)
Nano BioSensors for physiological measurements
Benefits• Total blood analysis in minutes
• Rapid, accurate disease diagnosis
• Patient specific disease treatment
Self Assembled Block Copolymer Thin Films (GE Global Research, 2002)
100 nm100 nm
Enabling Technologies• Molecular recognition
• High density nano-arrays
8
Enabling Technologies• Wireless communications
• Self powered devices
• High resolution displays
Nano BioSensors for remote patient diagnostics
Organic Light Emitting Diode (GE Global Research, 2002)
Benefits• Simple patient administered
diagnostic tests
• Automatic transmission of outpatient data
Integrated Hall Effect Sensor (GE Global Research, 1998)
Micro Electronic Systems
Healthcare of Tomorrow …• In-Vivo, In-Vitro Sensors
• Hand-held, Wireless Diagnostics
• Wearable, Wireless Monitors
Enabling Technologies…• Micro-Nano Electronic
Packaging
• High Density Interconnect
• Organic Electronics & Systems
• High Performance MaterialsBodyMedia Inc.
Micro-System Technology “Building Blocks”
Denser Packaging
High Density Flexible InterconnectUp to 5X Greater Density
“Zero” Interconnect Length For 10X Greater Speed
5cm
1 cm1 cm
Miniaturized Functionality
“Postage Stamp” Memory100X Volume Reduction
Communications Module10X Area Reduction
1cm
0
50
100
150
200
250
2001 2003 2005 2007 2009 2011
Interconnect
Density
Required
Greatest Function, Performance in Smallest Volume
Speed of Light• Data transmission• Computation
Miniaturization• Smaller, lighter, mobile• More function in same
space
High Performance• Max computational power• System integration
Electro-Optical• Computer Aided Detection• Real time processors
1.5 cm6 cm6 cm
Enabling Technologies• MEMS• Miniature Packaging• High Density Interconnect• Specialty Materials
Benefits• Smaller volumes … Up to 500X• Faster processing … Up to 100X• Greater functionality … Up to 10X• Mobile, portable• System integration
9
Wireless Networks in Healthcare
• Wireless networks are used to access patient records from central databases, add observations to the databases and to check on medications, among a growing number of other functions.
• The growing use of wireless networks by health care professionals presents tremendous challenges to health care IT managers.
• There is a trade-off between access and security: easier access translates to greater security risks.
• Decisions made today about the deployment of wireless local area networks (WLANs) must take into account the impact of the administrative simplifications of the Health Insurance Portability and Accountability Act of 1996 (HIPAA) in the USA.
Vision of the Wireless Hospital• Everything will be connected and giving off a signal• People, Process & Technology will all be interconnected in one hospital network that’s sharing and analyzing data
PACS Network
HIS/RIS
Connectivity to HIS/RIS
Real time radiologist interaction with patient imaging
Battery Powered Portable Flat Panel Digital X Ray Detector With Wireless Transmission of Data to Hospital Networks
Mobile Digital Radiography
LAN(Optional)
TeleMammography
Senographe 2000DWorkstation
Senographe 2000D
Easy consultation for underserved populations with regional coverage for centers of excellence
Mobile Full Field Digital Mammography Systems
10
Technology Growth Enables Diagnosis• Wifi Tags Capture Patient Flow Data
• 100% Wireless Infrastructure
• Business & Clinical Decision Real-time
• Infinite Scalability via Grid Computing
Information Integration Enables Therapy• Collision of Telecommunications & IT
• Real Time Data Collection & Simulation
• Broadband & Web Services Everywhere
• Smart Systems Talk to Central, Learning Engines
Wireless technologies everywhere……Tracking people, assets & patient flow
Telemetry systems will capture, analyze and transfer critical patient data• Ability to monitor hundreds or thousands of patients at a time on an advanced telemetry system
• Ensures that patient data is transmitted clearly and completely to a central patient monitoring station
• Network Patient Data Servers will collect and store monitoring data continuously as patients are admitted from one monitor to another
Life-Critical Data Network
• Clinicians will have access to vital signs and alarm history events as the patient is transferred between hospital departments, enabling them to make confident decisions at any stage
• The telemetry system will be connected to a life-critical data network dedicated solely to patient monitoring
• Clinicians will be able to use a secure web connection to view the information anytime, anywhere
Multiple healthcare information technologies will be integrated
.Critical CarePerioperative Wireless TelemetryCardiologyRadiologyImage Management Services
EmergencyPhysician`s Office CPOE(Computerized Physician Order Entry) Laboratory PharmacyPerinatal
11
IHE (Integrating the Healthcare Enterprise)
• The IHE initiative has successfully started to validate the compatibility between devices using different IT and communications standards.
• IHE is a concerted action from users and vendors resulting from the initiative of the RSNA (Radiological Society of North America) and HIMSS (Healthcare Information and Management Systems Society)
Industry Standards in Healthcare
HL7 CCOW CDA V2 Messages
Radiology CardiologyICU/CCU/Med/Surg OR/Periop Emergency
Pharmacy Registration/ Scheduling
Clinical Informatics
Women’s Health
BillingAmbulatory
IEEE
NC
CLS DICOM
X12 EDI
DICOM
SNOMED
Arden
CPT
IT / Support
LDAP Kerberos Syslog NTP
ICD
DHCP DNS SNMP
NDC NCPDP ICD
EthernetWireless
WADO
AAMI AAMI AAMI AAMI
ebXML
Lab
NCCLS
LOINC
LongitudinalHealth Record
CCR
Bridging the gap ?How to guide
effectivestandards
Implementations• Policies (purchase, operational,
legal) are required to deploy and use properly the integrated systems and shared information
Providers, Payers & Policy Makers define constraints for health-system, regional structures,
business objectives, legal reqmts.
PoliciesPoliciese.g. HIPAA, RFP, Product Acquisition Contracts, Patient EHR Portability
Policies
Putting standards together….for effectiveinformation exchange
Providers and Vendors think “solutions” to address specific
workflows in clinical or infrastructure domains
Workflow IntegrationWorkflow Integration
• Set of specific information exchange standards to be specified for product plug & play for each specific workflow
Specific and Common
Options RemovedIHE
IntegrationProfile
e.g. IHE:1. Integration Profiles Spec.2. Testing Process3. Education4. Compliance Stmts
• Standards designed to span a broad range of use cases for the present and the future
Healthcare domains require highly structured and specialized application level standards well
beyond generic IT standards
Base HC StandardsBase HC Standards
HL7 CCOW CDA V2 Messages
Radiology CardiologyICU/CCU/Med/Surg OR/Periop Emergency
Pharmacy Registration/ Scheduling
Clinical Informatics
Women’s Health
BillingAmbulatory
Hilltop(GE)
Unity (GE)
IEEE
NC
CLS
IEEE
DICOM
X12 EDI
DICOM
SNOMED
Arden
CPT
IT / Support
LDAP Kerberos Syslog NTP
IEEE
ICD
DHCP DNS SNMP
NDC NCPDP ICD
Ethernet
Wireless
WADO
AAMI AAMI AAMIAAMI
ebXML
Lab
NCCLS
LOINC
LongitudinalHealth Record
CCR
e.g. HL7,
DICOM
Solid & long-lasting
Flexibility & many options
New technology & data availability.Higher demand for information for real time decisions
ConsumerismConsumerism
More Process DataMore Process Datafrom IT Systemsfrom IT SystemsNew Services / LinesNew Services / Lines
New TechnologyNew Technology
Increased Increased LabourLabour Demand / MixDemand / Mix
More Ambulatory, More Ambulatory, Specialized Care Specialized Care
CentersCenters
New RegulationsNew Regulations
12
Information will help solve problems… …before they occur
Management in the Future Hospital Environment will Require:
Wireless Data Collection & Analytics - People, Process & Technology
Data Fusion - Decisions From Interdependencies
Proactive Decisions & Prediction
EnterpriseDepartmentDevice
High Speed Wireless Integration … Real-time Access to Critical Information
Seamless Data & Location Integration
Enterprise-wide Data Capture
Instant Access to Information
Information Portability
Complete Operations Visibility
Targeted Messages and Alarms
Know where things are, what they’re doing and how best to do it
Expanding Device Informatics
Increasing Reliability• Real-time Diagnostics & Calibrations• Digital Check-ups and Upgrades• Embedded Agents - Predictive Services
Enhancing Performance• Adaptive Learning System Optimization• Increased Throughput … Optimal Care
Improving Utilization• Exam History & Trends• Facility / Case Mix Benchmarking Clinical and Diagnostic Imaging
Systems
Products built to take advantage of wireless networkDevices talk to each other, learn from each other operate in an optimal manner.
48
Exponential performance growth enables real-time diagnosis anywhere in the enterprise
1
10
100
1000
10000
100000
1000000
1990
1994
1998
2002
2006
2010
Processor Speed
Memory Size
Disk Storage
NetworkBandwidthImages/Study
Proliferation of Broadband & Wireless To Analyze and
Benchmark SystemsAnywhere in the World
Data Management … Integrating the Elements of the Enterprise
13
Computational Hardware Development
CPUCPU
MemoryMemoryThousands ofImages /Acquisition
Postage Stamp Sized Memory Module
Large Volumes
3D & 4D Images
MassMassStorageStorage
Processing power, Miniaturization, Scalabilty
50
Data Management … Integrating the Elements of the EnterpriseBenchmarking, Pre-emptive problem solving
Decision Support & Algorithms
Soft Computing
Artificial Intelligence
StatisticsStatistical Models
Physics-based ModelsData Mining
Neural NetworksBayesian Belief Networks
Fuzzy Logic
Case-based ReasoningRule-based Reasoning
Induction TreesFusion
Outcome OptimizedDecision Making
Business Processes
Product Intelligence
Workflow ModelingCapital & Resource PlanningSystem Optimization
Pattern RecognitionEmbedded Remote DiagnosticsProbability of Failure
Problem/Solution CorrelationRemote Anomaly Detection Failure Prediction
52
Data Integration and Certainty … Giving up to the minute Business Operations Status
Self correcting system, automatic resource redeploymentto resolve problem before it occurs such as queueing
14
53
Data Integration and Certainty … Giving up to the minute business operations status at the department or enterprise level
HelpOptimize ForecastMonitor
Rad
ED
ICU
OR
Lab
Card
CTMRXR
NESW
SICUNICUPICUCICU
GenRecovery
HemoNecr
StressCath
Rad
ED
ICU
OR
Lab
Card
CTMRXR
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SICUNICUPICUCICU
GenRecovery
HemoNecr
StressCath
1815NM
1210RAD4
1610RAD3
138RAD2
105RAD1
1415MR2
1515MR1
1810CT2
2410CT1
BacklogWait TimeRoom
1815NM
1210RAD4
1610RAD3
138RAD2
105RAD1
1415MR2
1515MR1
1810CT2
2410CT1
BacklogWait TimeRoom
PatientsVisitors
EquipmentCritical Staff
Key:Enterprise LevelFinancials, Performance, Trends
Departmental LevelPerformance, Quality, Exceptions
Combining informatics/process modellingProactively provide business centric solutions
CapacityPlanning
BusinessModeling
Workflow
DepartmentOptimization
FacilityUtilization
BusinessBusinessData WarehouseData Warehouse
Analysis EngineAnalysis Engine Simulation EngineSimulation Engine
Natural LanguageNatural LanguageProcess SystemsProcess Systems
DeviceData
PatientVolume
HospitalResource
Transforming Data Into Decisions
Advanced modelling, simulation tools, statistical optimizer to makechanges so that business is adapting to changes in environment
Transforming Data Into Decisions
15
Transforming Data Into DecisionsDeciding what’s important and how to act upon it
5075503015
4575503090
4530503090
7045405060
5075503015
4575503090
4530503090
7045405060
HelpOptimize ForecastMonitor
Optimize
Rad
ED
ICU
OR
Lab
Card
CTMRXR
NESW
SICUNICUPICUCICU
GenRecovery
HemoNecr
StressCath
Rad
ED
ICU
OR
Lab
Card
CTMRXR
NESW
SICUNICUPICUCICU
GenRecovery
HemoNecr
StressCath
More
StaffingBlocks
Hours
Prep TimeLess
Volume
Margin
Clinical Quality
Patient Sat
Physician Sat
More
StaffingBlocks
Hours
Prep TimeLess
Volume
More
StaffingBlocks
Hours
Prep TimeLess
Volume
More
StaffingBlocks
Hours
Prep TimeLess
Volume
Margin
Clinical Quality
Patient Sat
Physician Sat
Margin
Clinical Quality
Patient Sat
Physician Sat
Margin
Clinical Quality
Patient Sat
Physician Sat
Innovative Decision Support Tools
Quantitative Analysis
Detection TherapyDiagnosis
Lung
DiseaseManagement
EarlyEarlyDetectionDetection
Individual RiskIndividual RiskAssessmentAssessment
InterventionIntervention& Therapy& Therapy
DifferentialDifferentialDiagnosisDiagnosis
ComputationalComputationalDisease Management ToolsDisease Management Tools
QuantitativeQuantitativeMeasurementsMeasurements
PersonalizedPersonalizedPatient ManagementPatient Management
ToolsTools
Computer Aided Computer Aided Detection &Detection &DiagnosisDiagnosis
TherapyTherapyMonitoring &Monitoring &InterventionIntervention
ToolsToolsAdvanced
ComputationalSolutions
Next generation applications will advise with increased knowledge of scanner physics & disease management
Optimized Disease Management
Massive, HighMassive, HighQuality MolecularQuality Molecular
& Traditional& TraditionalImage DataImage Data
Workflow StreamlinedWorkflow StreamlinedDecision MakingDecision Making
Tools & ReportingTools & Reporting
RealReal--Time,Time,Comprehensive,Comprehensive,
& Automated Data& Automated DataInterpretationInterpretation
Globally DistributedGlobally DistributedElectronic DiseaseElectronic Disease
ManagementManagementProtocolsProtocols
PatientPatient--specificspecificDecision MakingDecision MakingBased on RiskBased on Risk
Patient Gene/Patient Gene/EnvEnvRisk AssessmentRisk Assessment
ToolsTools
Outcome OptimizedOutcome OptimizedDecision MakingDecision Making
Advanced Advanced Intervention PlanningIntervention Planning
& Real& Real--TimeTimeGuidanceGuidance
Algorithms
Computational power will revolutionize medicine
Hardware Connectivity
Prognostic Model
Assessments &Evaluations
RadiologyResults
Therapy Choices& Similar Cases
Personal &FamilyHistory
Medication
IVD / Lab TestResults
PredictDrug Response
Therapy Planning & Monitoring
SurvivalProbability
Rate of Diseaseprogression
Risk Assessment Clinical Outcome
Prediction
Computer-Aided Prognostics Vision
PatientMedical History
Towards Predictive Medicine