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Table 1 Summary of studies included in the quantitative synthesis

From: A systematic review of methodology used in the development of prediction models for future asthma exacerbation

Publication

Country

Source

Age of participants

Primary outcome/Definition

Follow up duration

Sample size (Development/Validation)

Events per variable

Predictors in model

Bateman 2014 [22]

Multiple

3 double blind trials

Retrospective

12–89

Time to first exacerbation/ GINA

6–12 months

4962/2482

NR/24

Body mass index (BMI), Asthma control questionnaire 5 (ACQ-5) score, Post bronchodilator forced expiratory volume in 1 sec (FEV1), Reliever use, GINA step.

Blakey 2017 [23]

UK

UK electronic medical database

Retrospective

12–80

≥2 exacerbations

≥4 exacerbations

Asthma related admission or OCS

2 years

118,981

59,514/55

=1082.07

Age, Sex, BMI, Smoking status, Rhinitis, Eczema, Gastroesophageal reflux disease (GERD), Nasal polyps, Anaphylaxis, Non-steroidal anti-inflammatory drug (NSAID) use, Peak expiratory flow (PEF), Blood eosinophil, Mean short-acting beta agonist (SABA) use, Leukotriene receptor antagonist (LTRA) use, Long-acting beta agonist (LABA) use, Inhaled corticosteroid (ICS) use, Acute oral corticosteroid (OCS) use, Asthma related hospital admissions, Primary care consultations.

Finkelstein 2013 [24]

Multiple

Self-reported study

Retrospective

Adult

High/low risk of exacerbation/ Patient defined

Not reported

1862/3306

NR/147

Wheeze, Sputum production, Chest tightness, Shortness of breath, Limitation of physical activity, Over-all use of quick-relief inhaler, Exposure to triggers, Over-all asthma estimate, Presence of cold, Number of quick-relief puffs, number of preventative puffs, Sleep problems, Number of times awoken, Last night quick-relief use, Last 24 h prednisone use, Last 24 h nebulizer use, Last 24 h second controller use, Last use of quick-relief inhaler

Finkelstein 2017 [25]

Multiple

Self-reported study

Retrospective

Adult

High/low risk of exacerbation/ Patient defined

Not reported

1862/3306

NR/147

Wheeze, Sputum production, Chest tightness, Shortness of breath, Limitation of physical activity, Over-all use of quick-relief inhaler, Exposure to triggers, Over-all asthma estimate, Presence of cold, Number of quick-relief puffs, number of preventative puffs, Sleep problems, Number of times awoken, Last night quick-relief use, Last 24 h prednisone use, Last 24 h nebulizer use, Last 24 h second controller use, Last use of quick-relief inhaler

Honkoop 2013 [26]

New Zealand

Two studies

Retrospective

12–75

Severe exacerbation/

Asthma score

1 year

164/94

88/25

=3.52

Asthma symptoms, PEF

Loymans 2016 [27]

Netherlands

ACCURATE study group

Retrospective

17–55

Exacerbation

ATS/ERS

1 year

611/504

80/15

=5.33

ACQ-5 score, Current smoking status, Chronic sinusitis, Admissions, Oral steroid use, FEV1, Fractional exhaled nitrous oxide (FeNO)

McCarren 1998 [28]

US

Hospital cohort

Retrospective

18–55

Severe exacerbation/

Unscheduled ED visit

6 weeks

284

130/18

=7.22

3 or more emergency department (ED) visits in the last 6 months, Difficulty performing activities in the last 4 weeks, Left ED before 24 h without achieving 50% of predicted peak expiratory flow rate (PEFR)

Sato 2009 [29]

Japan

Hospital cohort

Prospective

62.5 ± 13.5

Severe exacerbation/

2 days < 70% PEF

Until event

78

16/4

=4.00

Asthma control test (ACT) score, FEV1, FeNO

Yii 2012 [30]

Singapore

Hospital cohort

Prospective

56 ± 18 and

50 ± 19

Severe exacerbation

ATS/ERS

3 years

177/84

NR/12

2 or more ED or hospital visits in the past year, BMI, History of near-fatal asthma, Depression, Obstructive sleep apnoea, GERD

  1. NR not reported