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Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, Sydney Post-Doctoral Research Fellow, The George Institute for Global Health, Sydney

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Page 1: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Data LinkageDr Sradha Kotwal

DNT Adelaide, 2017

Staff Specialist,Department of Nephrology

Prince of Wales Hospital,Randwick, Sydney

Post-Doctoral Research Fellow,The George Institute for Global Health,

Sydney

Page 2: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Outline

Data Linkage around

Australia

New Zealand

What has been done

Questions

Page 3: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Data linkage brings together

information relating to the same

individual from different sources

Page 4: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Kotwal et al, Nephrology 2016

Page 5: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Admitted Patient Data

Person A: Demographic data

Person A: Health data

Death registry

Person B: Demographic data

Person B: Health data

Cancer Registry

Person A: Health data

Person A: Demographic data

Researcher

Person A: Health data

Person A: Health data

Person A: Health data

Data Linkage Unit

Person A Demographic data Person B Demographic data

Person B: Demographic data

Person B: Health data

Person A: Demographic data

Person A: Health data

Person B: Health data

Person B: Demographic data

Person B: Health data

Person B: Health data

Person B: Health data

Encrypted Identifier

Encrypted Identifier

Encrypted Identifier

Encrypted Identifier

Kotwal et al, Nephrology 2016

Page 6: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Datasets

State based administrative datasets

Commonwealth datasets

Clinical registries

Page 7: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

State based administrative datasets

• Mandatory

• Admitted patient data

• Birth and Death registry

• Emergency department data

• Mental Health

• Perinatal data

Page 8: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Commonwealth datasets

Medicare Benefits Schedule (MBS)

Pharmaceutical Benefits Schedule (PBS)

National Death Index

Page 9: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Clinical registries

State based

Commonwealth

Disease specific

Page 10: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Consent

De-identified data usually does not require consent

MBS/PBS data depends on design

Specific consent form

Registries tend to use opt-out approach

Page 11: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Population Health Research Network

Page 12: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

New Zealand

National Health Index number – unique for each person

Statistics NZ

Data linkage unit nationally

Created a cross-agency data-sharing solution

Integrated Data Infrastructure

Page 13: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 14: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 15: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Limitations

Purpose of data is not research

Quality of coding

Hypothesis generating research

Validated algorithms

Robust and validated risk adjustment methods

Page 16: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Strengths

Includes all patients/ minimizes bias

Cost-effective

Sensitive information

Longitudinal outcomes

Service utilization research

ICD10 code N18

Page 17: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 18: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Kidney transplantation

is associated with a marked

increase in cancer risk at a wide variety of

sites.

Page 19: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 20: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Chronic kidney disease could be added to the list of criteria defining people at highest risk of future coronary events

CKD

CKD

DM & CKD

DM

DM

DM & CKD

Page 21: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 22: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Transferred patients have a better survival

than non-transferred

patients

Page 23: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …
Page 24: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

More Hospitalisations in rural patients

Page 25: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

More Inter-hospital transfers in rural patients

Page 26: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Summary

Important research methodology to

complement current research

Allows us to answer questions that

cannot be answered by other studies

Understanding of how health services are

used

Page 27: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

What we can do with data linkage

Re-admissions

Health service use

Comorbidity recording to calculate risk scores

Post-marketing surveillance of new medications

Impact of new medications on outcomes

National KPI’s

Page 28: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Questions

Page 29: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Question 1

Do you agree with administrative data pertaining to your

patients being used for research purposes?

1. Yes

2. No

Page 30: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Question 2

Are you happy for such data to be reported at a

centre/hospital level?

1. Yes, with centre/hospital consent

2. Yes

3. No

Page 31: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Question 3

Would you be willing to routinely consent patients for data

linkage as part of all ANZ clinical trials (investigator driven)?

1. Yes

2. No

Page 32: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Question 4

Should all treated ESKD patients be routinely consented for

data linkage to federal datasets (MBS & PBS – Australia)?

1. Yes

2. No

Page 33: Data Linkage - Nephrology · Data Linkage Dr Sradha Kotwal DNT Adelaide, 2017 Staff Specialist, Department of Nephrology Prince of Wales Hospital, Randwick, …

Thank you!

Further informationPopulation Health Research Network www.phrn.org.auState specific Data linkage units through PHRNAIHW