Top Banner
Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal College of Surgeons in Ireland Predicting severity of pneumonia in general practice: a meta-analysis of the CRB-65 criteria
21

Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Dec 18, 2015

Download

Documents

Edwin Morris
Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey

HRB Centre for Primary Care Research

Department of General Practice

Royal College of Surgeons in Ireland

Predicting severity of pneumonia

in general practice: a meta-

analysis of the CRB-65 criteria

Page 2: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Outline

• What is a clinical prediction rule?

• Assessment of clinical prediction rules

• CRB-65: a clinical prediction rule

• Statistical methods in meta-analysis

• Results

• Conclusions

• Future work

Page 3: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Clinical Prediction Rule

• Clinical tool that quantifies contribution of:– History– Examination– Diagnostic tests

• Stratify patients according to probability of having target disorder

• Outcome can be in terms of diagnosis, prognosis, referral or treatment

Page 4: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Ottawa Ankle Rule: an example of a CPR

Page 5: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Stages of assessment of a Clinical Prediction Rule

Step 1: Derivation

identification of factors with predictive power

Step 2: Validation

evidence of reproducible accuracy

Narrow Broad

Step 3: Impact Analysis

evidence of rule changing behaviour and improving

outcome

Level of Evidence

4 3 2 1

Page 6: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

ConfusionRespiratory rate ≥ 30/min Blood pressure (SBP≤ 90 or DBP≤60)Age ≥ 65

0 1 or 2 3 or 4

Low Risk

mortality 1.2%

Intermediate Risk

mortality 8.13%

High Risk

mortality 31%

CRB-65: a clinical prediction rule

Likely suitable for home treatment

Consider hospital referral

Urgent hospital admission

Page 7: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Studies included in meta-analysis (n=13)study setting participants

Barlow et al 2007 inpatients 419

Bauer et al 2006 outpatients + inpatients 1959

Bont et al 2008 outpatients 314

Buising et al 2007 emergency department 740

Capelastegui et al 2006 outpatients + inpatients 1776

Chalmers et al 2008 inpatients 1007

Kruger et al 2008 inpatients 1404

Man et al 2007 inpatients 1016

Menendez et al 2009 inpatients 447

Myint et al 2006 inpatients 192

Schaaf et al 2007 inpatients 105

Schuetz et al 2008 emergency department 373

Zuberi et al 2008 inpatients 137

TOTAL 9889

Page 8: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Level of evidence for CRB-65

Step 1: Derivation

identification of factors with predictive power

Step 2: Validation

evidence of reproducible accuracy

Narrow Broad

Step 3: Impact Analysis

evidence of rule changing behaviour and improving

outcome

Level of Evidence

4 3 2 1

Page 9: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Statistical Methods

• Derivation study used as predictive model

• Results presented as ratio measurement:

predicted deaths by CRB-65 rule

observed deaths in validation study

Page 10: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Results

Page 11: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

ConfusionRespiratory rate ≥ 30/min Blood pressure (SBP≤ 90 or DBP≤60)Age ≥ 65

0 1 or 2 3 or 4

Low Risk

mortality 1.2%

Intermediate Risk

mortality 8.13%

High Risk

mortality 31%

CRB-65

Page 12: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

RR 1.25 (CI 0.60 – 2.59)

RR 9.63 (CI 1.23 – 75.63)

n = 799

events = 0 (0%)

n = 1887

events = 14 (0.74%)

Page 13: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

ConfusionRespiratory rate ≥ 30/min Blood pressure (SBP≤ 90 or DBP≤60)Age ≥ 65

0 1 or 2 3 or 4

Low Risk

mortality 1.2%

Intermediate Risk

mortality 8.13%

High Risk

mortality 31%

CRB-65

Page 14: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

n = 647

events = 10 (1.5%)

n = 5674

events = 455 (8.0%)

RR 4.92 (CI 2.39 – 10.11)

RR 0.99 (CI 0.80 – 1.23)

Page 15: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

ConfusionRespiratory rate ≥ 30/min Blood pressure (SBP≤ 90 or DBP≤60)Age ≥ 65

0 1 or 2 3 or 4

Low Risk

mortality 1.2%

Intermediate Risk

mortality 8.13%

High Risk

mortality 31%

CRB-65

Page 16: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

n = 26

events = 5 (19.2%)

n = 869

events = 257 (29.6%)

RR 1.58 (CI 0.59 – 4.19)

RR 1.04 (CI 0.88 – 1.23)

Page 17: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Conclusions

Page 18: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

ConfusionRespiratory rate ≥ 30/min Blood pressure (SBP≤ 90 or DBP≤60)Age ≥ 65

0 1 or 2 3 or 4

Low Risk

mortality 1.2%

Intermediate Risk

mortality 8.13%

High Risk

mortality 31%

Hospital Based Patients

Page 19: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Community Based Patients

• General trend towards over-prediction

• However,– Low cohort numbers– Low event numbers

Page 20: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Future Work

Step 1: Derivation

identification of factors with predictive power

Step 2: Validation

evidence of reproducible accuracy

Narrow Broad

Step 3: Impact Analysis

evidence of rule changing behaviour and improving

outcome

Level of Evidence

4 3 2 1

Page 21: Maggie McNally, James Curtain, Kirsty O’Brien, Borislav D Dimitrov, and Tom Fahey HRB Centre for Primary Care Research Department of General Practice Royal.

Acknowledgements

• RCSI Research Institute

• Grainne McCabe, RCSI Library