databases and coding validation working group meeting
TRANSCRIPT
DATABASES & CODING
VALIDATION WORKING GROUP MEETING
DATE: Saturday September 3rd
TIME: 9.30–10.30am
VENUE: Royal College of General Practitioners; 30 Euston
Square, London, UK
Towards Optimum Reporting of Pulmonary Effectiveness Databases and Outcomes (TORPEDO)
Agenda
• TOWARDS OPTIMUM REPORTING OF PULMONARY EFFECTIVENESS DATABASES AND OUTCOMES (TORPEDO)
• INVENTORY OF DATABASES
• CODE SHARING
Background
• “We performed an epidemiological study with data obtained from the Information System for the Development in Research in Primary Care (SIDIAP), a population database that contains information of 5.8 million inhabitants (80% of the population of Catalo
• “Data for this study was obtained from the PHARMO Database Network, which includes drug dispensing records from pharmacies, hospitalization records and information from general practitioners.”
• “Patients identified from the Optimum Patient Care Research Database (OPCRD) with a diagnostic code for COPD and a forced expiratory volume in 1 second/forced vital capacity ratio <0.7 were included in this historical follow-up study”
Background
• Increasing need, called for by researchers, editors, industry and regulators, for a validated tool that enables:
- characterization - validation - cross-comparison of respiratory databases
around the world àRespiratory data standardizing & merging
CHEERS methods
• Request of medical editors • Identification of previous checklists (review) • List of possible items (44)
• Two-round Delphi panel (academia, clinicians, government, industry, editors) to identify minimum set of variables and accompanying recommendations (24)
• Specific recommendations for specific studies
WHAT IS THE IDEAL RESPIRATORY DATABASE? TOWARDS OPTIMUM REPORTING OF PULMONARY
EFFECTIVENESS DATABASES AND OUTCOMES (TORPEDO)
Concept / Principle • REG advocates for high quality real-life research
• REG has a role to play in:
o Providing tools to identify quality in both research and research tools (including databases)
o Offering guidance to – Researchers with less experience of real-world research methods and
tools
– Countries (or regions) keen to establish clinical databases that may have potential utility for research in the future
• REG will provide a “checklist” outlining the maximal and minimal variables required to conduct real-life respiratory research.
Working Group Meeting Rotterdam 2015: Checklist for an “ideal” database (I)
Database Category
Type of database
Electronic Medical Record Claims Disease registry Other (eg cohort studies)
Country / countries of data origin Number of patients Start of data collection (date) Data updates Unique identifier / anonymisation Family history / links Ethical approval for sharing Review board for protocol approval Death and cause of death documented? Ability to link dataset
Coding system
ICD-10 Read ATC Other
Exposures
Prescribed Dispensed Prescribed & dispensed Indication of use Drug Dose / dosing Device OTC medications Inhaler technique Adherence Action Plan Self-management plan
Working Group Meeting Rotterdam 2015: Checklist for an “ideal” database (II)
Database Category
Outcomes
Exacerbations
Treatment-based
Steroids Antibiotics SABA O2 usage
Health Resource Utilisation
Primary Care Consultations Secondary care consultations Consultations coded by disease Consultations coded by routine/emergency Hospitalisations Hospitalisations coded by disease Hospitalisations duration Emergency room ICU ICU coded by disease ICU duration Rehab Rehab coded by disease Rehab coded by duration Physiotherapy Physiotherapy coded by disease Physiotherapy duration
Patient-reported
MRC Asthma control measure (ACQ, ACT) CAT CCQ Nasal Hyper-Reactivity Bronchial Hyper-Reactivity Nasal Symptoms Sputum Colour RCP3 Sick days
Working Group Meeting Rotterdam 2015: Checklist for an “ideal” database (III)
Database Category
Covariates
Spirometry
FEV1 FVC FEV1/FVC Reversibility (%, or ml)
Demographics
Age Gender Height Weight BMI
Comorbidities
Diabetes Heart Disease Rhinitis Osteoporosis Nasal Polyps Depression / Anxiety Reflux (GERD) CKD Lung Cancer Anaemia Cognitive Dysfunction
Lifestyle Smoking status Audio Assessment Lung crackles / velco Vaccination history
Socioeconomic status
Post code / area code Education level Employment status Salary range
Laboratory tests (+ units)
Full blood count with differentiation (for eosinophils)
Creatinine CRP FeNO IgE (total, specific) Skin prick test DPPIV Serum periostin Vitamin D Neutrophils O2 saturation
Imaging CRX HRCT
Formalise the process: the TORPEDO checklist proposal (I)
Towards Optimum Reporting of Pulmonary Effectiveness Databases and Outcomes: checklist
• Aims: 1. Development of a checklist with:
1. Optimum/ideal and 2. Minimum required Variables for respiratory research
2. Develop a repository of respiratory databases in which each database is characterised against this new checklist
• Project leads: o Job van Boven: University of Groningen, The Netherlands o Jonathan Campbell: Skaggs School of Pharmacy, Denver
TORPEDO checklist proposal (II) Aim 1: Checklist development:* • Develop a draft checklist through systematic search:
o For existing tools to report the characteristics of respiratory databases. o In parallel – create a list of current databases and available parameters.
• Develop minimum/maximum checklists via a Delphi procedure: o A Delphi panel involving: editors, governmental decision makers,
healthcare professionals, academia, industry, guideline and respiratory association representatives, from a broad geographical area.
o Delphi methodology (and use of Likert scales with cut-offs) will be used to establish a set of minimum and optimum parameters.
• Recommendations o Delphi panellists review the final list and provide recommendations for
use and implementation.
o Results and recommendations will be summarized in a manuscript that will be submitted to some selected medical and health outcomes journals.
*Methods similar to those applied in the development of the CHEERS-statement for health economic reporting (Husereau D, et al, CHEERS Task Force: Consolidated Health Economic
Evaluation Reporting Standards (CHEERS) statement. BMJ 2013; 346: f1049.
TORPEDO proposal – Delphi Panelists
Potential participants:
• Editors (AJCCRM, Thorax, ERJ, Chest, PCRM, JACI, Value in Health, etc)
• Governmental/Health authority/insurance decision makers (NICE etc)
• Guidelines representatives (GOLD, GINA)
• Association representatives (ATS, ERS, APPS, EACCI, IPCRG)
• Pharmaceutical industry Academia (respiratory medicine, epidemiologist, health economist)
• Healthcare professionals (pulmonologist, allergist, paediatrician, GP, pharmacist, nurse, physiotherapist)
• Total panel aim: +/- 30 members
Delphi Panel Methodology
• ≥10 panel members must reply • ≥1 panel member from:
o Each discipline: – Asthma, COPD, ILD, Allergy, Child Health, Health
Economics, Primary Care, Databases
o Each continent
o A Society o A Guideline Group
Potential Panelists (identified June 2015) Topic Name Continent Other Allergy Nikos Papadopoulos Europe EAACI Allergy Walter Canonica Europe WAO Allergy Pete Smith Oceania Asthma Emilio Pizzichini S-America Asthma Gary Wong Asia Editor NEJM Asthma Helen Reddel Oceania GINA Asthma Jerry Krishnan N-America AJCCRM editor Asthma Mark Fitzgerald N-America GINA Asthma Michael Schatz N-America Editor JACI in P Child health Wim van Aalderen Europe Child health Steve Turner Europe
COPD Bruce Kirenga Africa Director Makerere Lung Institute COPD Chin Kook Rhee Asia HIRA expert COPD Guy Brusselle Europe ERS research agency COPD Joan Soriano Europe ERJ editor
COPD Marc Miravitlles Europe SIDIAP database, COPD editor COPD Nicholas Roche Europe GOLD Databases Katia Verhamme Europe WG lead Health economics Jon Campbell N-America ISPOR ILD/IPF Alan Kaplan N-America ILD/IPF Andrew Wilson Europe ILD/IPF Ian Glaspole Oceania ILD/IPF Luca Richeldi Europe ERJ editor ILD/IPF Toby Maher Europe Primary care Niels Chavannes Europe Editor PCRM/ UNLOCK Primary care David Price Europe RIRL/OPRI/Editor J Thor Dis Primary care Dermot Ryan Europe OPC Databases Eric van Ganse Europe Bridge to Data Databases Faisal Yunus Asia Databases Jennifer Quint Europe Editor Thorax Databases/health economics Job van Boven Europe Dutch FDA Databases Miguel Roman-Rodriguez Europe MAJORICA Primary care Thys van der Molen Europe IPCRG/PRO
Online Delphi Tool
• Qualtrics online survey tool in development: https://respiratoryeffective.co1.qualtrics.com/SE/?SID=SV_4Sz9cOsLfmgbAfr
IfyouDONOTTHINKastatedvariablehaspoten:alimportanceforrespiratoryresearch,pleaseindicatebycheckingthebox.IfyouthinkthevariableISpoten3allyvaluable,thereisnoneedtodoanything
Lifestyle & Demographics
Example of TORPEDO Delphi
Survey Page
The CDM is organized into domains
CONDITIONAconditionrepresentsapatient’sdiagnosedandself-reportedhealthconditionsanddiseases.Thepatient’smedicalhistoryandcurrentstatemaybothberepresented.
DEATHReportedmortalityinformationforpatients.
DEATH_CAUSETheindividualcausesassociatedwithareporteddeath.
DEMOGRAPHICDemographicsrecordthedirectattributesofindividualpatients.
DIAGNOSISDiagnosiscodesindicatetheresultsofdiagnosticprocessesandmedicalcodingwithinhealthcaredelivery.
DISPENSINGOutpatientpharmacydispensing,suchasprescriptionsfilledthroughaneighborhoodpharmacywithaclaimpaidbyaninsurer.Outpatientdispensingisnotcommonlycapturedwithinhealthcaresystems.
ENROLLMENTEnrollmentisaconceptthatdefinesaperiodoftimeduringwhichallmedically-attendedeventsareexpectedtobeobserved.Thisconceptisofteninsurance-based,butothermethodsofdefiningenrollmentarepossible.
ENCOUNTEREncountersareinteractionsbetweenpatientsandproviderswithinthecontextofhealthcaredelivery.
HARVESTAttributesassociatedwiththespecificPCORnetdatamartimplementation
LAB_RESULT_CMLaboratoryresultCommonMeasures(CM)usespecifictypesofquantitativeandqualitativemeasurementsfrombloodandotherbodyspecimens.ThesestandardizedmeasuresaredefinedinthesamewayacrossallPCORnetnetworks.
ENROLLMENTEnrollmentisaconceptthatdefinesaperiodoftimeduringwhichallmedically-attendedeventsareexpectedtobeobserved.Thisconceptisofteninsurance-based,butothermethodsofdefiningenrollmentarepossible.
ENCOUNTEREncountersareinteractionsbetweenpatientsandproviderswithinthecontextofhealthcaredelivery.
HARVESTAttributesassociatedwiththespecificPCORnetdatamartimplementation
LAB_RESULT_CMLaboratoryresultCommonMeasures(CM)usespecifictypesofquantitativeandqualitativemeasurementsfrombloodandotherbodyspecimens.ThesestandardizedmeasuresaredefinedinthesamewayacrossallPCORnetnetworks.
PCORNET_TRIALPatientswhoareenrolledinPCORnetclinicaltrials.
PRESCRIBINGProviderordersformedicationdispensingand/oradministration.
PRO_CMPatient-ReportedOutcome(PRO)CommonMeasures(CM)arestandardizedmeasuresthataredefinedinthesamewayacrossallPCORnetnetworks.Eachmeasureisrecordedattheindividualitemlevel:anindividualquestion/statement,pairedwithitsstandardizedresponseoptions.
PROCEDURESProcedurecodesindicatethediscreetmedicalinterventionsanddiagnostictesting,suchassurgicalprocedures,administeredwithinhealthcaredelivery.
VITALVitalsigns(suchasheight,weight,andbloodpressure)directlymeasureanindividual’scurrentstateofattributes.
PCORNET_TRIALPatientswhoareenrolledinPCORnetclinicaltrials.
PRESCRIBINGProviderordersformedicationdispensingand/oradministration.
PRO_CMPatient-ReportedOutcome(PRO)CommonMeasures(CM)arestandardizedmeasuresthataredefinedinthesamewayacrossallPCORnetnetworks.Eachmeasureisrecordedattheindividualitemlevel:anindividualquestion/statement,pairedwithitsstandardizedresponseoptions.
PROCEDURESProcedurecodesindicatethediscreetmedicalinterventionsanddiagnostictesting,suchassurgicalprocedures,administeredwithinhealthcaredelivery.
VITALVitalsigns(suchasheight,weight,andbloodpressure)directlymeasureanindividual’scurrentstateofattributes.
v1.0
v2.0
v3.0
v3.0
v3.0
v3.0
v3.0
v1.0
v1.0
v2.0
v1.0
v2.0v1.0
v1.0
v2.0
Cross-reference other work…?
Process-relateddataDatacapturedfromhealthcaredelivery,directencounterbasisDatacapturedfromprocesses
associatedwithhealthcaredelivery
Datacapturedwithinmultiplecontexts:healthcaredelivery,
registryactivity,ordirectlyfrompatients
Fundamentalbasis
PATIDBIRTH_DATEBIRTH_TIMESEXHISPANICRACEBIOBANK_FLAG
DEMOGRAPHIC
PATIDENR_START_DATEENR_END_DATECHARTENR_BASIS
ENROLLMENT
ENCOUNTERIDPATIDADMIT_DATEADMIT_TIMEDISCHARGE_DATEDISCHARGE_TIMEPROVIDERIDFACILITY_LOCATIONENC_TYPEFACILITYIDDISCHARGE_DISPOSITIONDISCHARGE_STATUSDRGDRG_TYPEADMITTING_SOURCE
ENCOUNTERVITALIDPATIDENCOUNTERID (optional)MEASURE_DATEMEASURE_TIMEVITAL_SOURCEHTWTDIASTOLICSYSTOLICORIGINAL_BMIBP_POSITIONSMOKINGTOBACCOTOBACCO_TYPE
VITAL
DIAGNOSISIDPATIDENCOUNTERIDENC_TYPE (replicated)ADMIT_DATE (replicated)PROVIDERID (replicated)DXDX_TYPEDX_SOURCEPDX
DIAGNOSIS
PROCEDURESIDPATIDENCOUNTERIDENC_TYPE (replicated)ADMIT_DATE (replicated)PROVIDERID (replicated)PX_DATEPXPX_TYPEPX_SOURCE
PROCEDURES
DISPENSINGIDPATIDPRESCRIBINGID (optional)DISPENSE_DATENDCDISPENSE_SUPDISPENSE_AMT
DISPENSING
LAB_RESULT_CM_IDPATIDENCOUNTERID (optional)LAB_NAMESPECIMEN_SOURCELAB_LOINCPRIORITYRESULT_LOCLAB_PXLAB_PX_TYPELAB_ORDER_DATESPECIMEN_DATESPECIMEN_TIMERESULT_DATERESULT_TIMERESULT_QUALRESULT_NUMRESULT_MODIFIERRESULT_UNITNORM_RANGE_LOWNORM_MODIFIER_LOWNORM_RANGE_HIGHNORM_MODIFIER_HIGHABN_IND
LAB_RESULT_CM
CONDITIONIDPATIDENCOUNTERID (optional)REPORT_DATERESOLVE_DATEONSET_DATECONDITION_STATUSCONDITIONCONDITION_TYPECONDITION_SOURCE
CONDITION
PRO_CM_IDPATIDENCOUNTERID (optional)PRO_ITEMPRO_LOINCPRO_DATEPRO_TIMEPRO_RESPONSEPRO_METHODPRO_MODEPRO_CAT
PRO_CM
PCORnet Common Data Model v3.0
PRESCRIBINGIDPATIDENCOUNTERID (optional)RX_PROVIDERIDRX_ORDER_DATERX_ORDER_TIMERX_START_DATERX_END_DATERX_QUANTITYRX_REFILLSRX_DAYS_SUPPLYRX_FREQUENCYRX_BASISRXNORM_CUI
PRESCRIBING
AssociationswithPCORnetclinicaltrials
PATIDDEATH_DATEDEATH_DATE_IMPUTEDEATH_SOURCEDEATH_MATCH_CONFIDENCE
DEATH
PATIDTRIALIDPARTICIPANTIDTRIAL_SITEIDTRIAL_ENROLL_DATETRIAL_END_DATETRIAL_WITHDRAW_DATETRIAL_INVITE_CODE
PCORNET_TRIAL
NETWORKIDNETWORK_NAMEDATAMARTIDDATAMART_NAMEDATAMART_PLATFORMCDM_VERSIONDATAMART_CLAIMSDATAMART_EHRBIRTH_DATE_MGMTENR_START_DATE_MGMTENR_END_DATE_MGMTADMIT_DATE_MGMTDISCHARGE_DATE_MGMTPX_DATE_MGMTRX_ORDER_DATE_MGMTRX_START_DATE_MGMTRX_END_DATE_MGMTDISPENSE_DATE_MGMTLAB_ORDER_DATE_MGMTSPECIMEN_DATE_MGMTRESULT_DATE_MGMTMEASURE_DATE_MGMTONSET_DATE_MGMTREPORT_DATE_MGMTRESOLVE_DATE_MGMTPRO_DATE_MGMTREFRESH_DEMOGRAPHIC_DATEREFRESH_ENROLLMENT_DATEREFRESH_ENCOUNTER_DATEREFRESH_DIAGNOSIS_DATEREFRESH_PROCEDURES_DATEREFRESH_VITAL_DATEREFRESH_DISPENSING_DATEREFRESH_LAB_RESULT_CM_DATEREFRESH_CONDITION_DATEREFRESH_PRO_CM_DATEREFRESH_PRESCRIBING_DATEREFRESH_PCORNET_TRIAL_DATEREFRESH_DEATH_DATEREFRESH_DEATH_CAUSE_DATE
HARVEST
PATIDDEATH_CAUSEDEATH_CAUSE_CODEDEATH_CAUSE_TYPEDEATH_CAUSE_SOURCEDEATH_CAUSE_CONFIDENCE
DEATH_CAUSE
Bold font indicates fields that cannot be null due to primary key definitions or record-level constraints.http://www.pcornet.org/pcornet-common-data-model/
ICD-9/10 codes
TORPEDO proposal: Aim 2
Aim 2: Database repository • Collecting databases
o Elicit databases and characteristics from: – REG members – Through literature search – Through Bridge to Data, ENCePP search engines
• Applying the checklist o Collaborators will complete the checklist on these
databases and will present the overview on a web-based REG/UNLOCK platform.
New REG Website
• Launched June 2016
• Webpage for each group o Key links o Upcoming
meetings o Information
sharing o File sharing, e.g.
code sharing
Main site: www.effectivenessevaluation.org
Working Group Page
Features: • WG meetings • Members • Useful links:
o Bridge-to-Data o ENCePP
– Database registry (not uniquely respiratory)
– Quality “EnCePP Seal” o Code Mapper o ClincialCodes
• Code sharing feature • Customise further?
http://effectivenessevaluation.org/working-groups-committees/databases-coding-working-group/
File (Code list) sharing feature You’ll see the Working Group sites you have access to (i.e. that you’re a member of) down the side
Click on the working group name to access any files shared among working group members.
File (Code list) sharing feature Click on the filename to Download the file Click on the New Folder to create a new folder within the share space Click Upload to upload a file to share with the group