Adjusted indirect comparison of competing interventions: method and worked example (posted as supplied by author)
Adjusted indirect comparison
Suppose TBA is the result of direct comparison of intervention B versus A, and TCA is the direct comparison of intervention C versus A. Then the estimate of the adjusted indirect comparison of intervention B versus C (TBC) is calculated by
TBC = TBA - TCA
and its standard error is
SE(TBC)=Ö (SE(TBA)2+ SE(TCA)2)
where SE(TBA) and SE(TCA) are the standard errors of TBA and TCA respectively.
The comparison methods used in the paper are illustrated by an example of meta-analysis (table B on website), based on a collaborative overview of randomised trials of antiplatelet therapy for the prevention of vascular events in high risk patients.w1
There are three trials that directly compared high doses (500-1500 mg/day) aspirin with medium doses (75-325 mg/day) aspirin. The results of the three trials can be quantitatively combined in a meta-analysis. By using a random effects model, the pooled relative risk is 0.96 (0.81 to 1.15), indicating there is no significant difference between the high doses and the medium doses aspirin for the prevention of vascular events.
In addition, there are many trials that compared high doses aspirin or medium doses aspirin with control interventions. These trials can be used to make the adjusted indirect comparison of high doses versus medium doses aspirin. First, we quantitatively combine results of trials that compared high doses aspirin with control, or medium doses aspirin with control. Table C on website shows the results of meta-analyses.
In this example, the common intervention (A) for the adjusted indirect comparison is any treatment without antiplatelet therapy. Calculations below use log relative risk for the estimated treatment effects. From table B we can see that the treatment effect of high doses aspirin versus control is TBA =- 0.1776, and the treatment effect of medium doses aspirin versus control is TCA =- 0.2915.[wt2] Then the adjusted indirect estimate is
TBC = TBA - TCA = - 0.1776 - (- 0.2915) = 0.1139
and its standard error is
SE(TBC)=Ö (SE(TBA)2+ SE(TCA)2)=Ö (0.03562+0.03032)=0.0467
According to the above adjusted indirect comparison, the 95% confidence interval of estimated log relative risk is 0.1139± 1.96´ 0.0467. After the anti-logarithmic transformation, the relative risk of high doses versus medium doses aspirin by the adjusted indirect comparison is 1.12 (1.02 to 1.23). The result of adjusted indirect comparison suggests that high doses aspirin is less effective than medium doses aspirin. This result should be interpreted with caution because the validity and similarity of all trials (in terms of interventions, patients, and outcomes) involved needs to be examined. Nevertheless, the result of this adjusted indirect comparison does provide further support to the conclusion in the original overview that antiplatelet therapy with aspirin 75-325 mg/day is effective in the prevention of vascular events among high risk patients.w1
The discrepancy between the direct and the adjusted indirect comparison can be assessed by calculating the difference in estimated log relative risk:
X = TBC - TBC = - 0.0385 - 0.1139 = - 0.1524
The standard error of X is
SE(X)=Ö (SE(TBC)2+ SE(TBC)2)=Ö (0.09022+0.04672)=0.102
The 95% confidence interval of X can be calculated by - 0.1524± 1.96´ 0.102 (that is, - 0.352 to 0.048). Because the 95% confidence interval include zero, the discrepancy between the direct and the adjusted indirect estimate is not significant (P>0.05).
w1 ATC(I). Antiplatelet Trialists Collaboration. Collaborative overview of randomised trials of antiplatelet therapyI: prevention of death, myocardial infarction, and stroke by prolonged antiplatelet therapy in various categories of patients. BMJ 1994;308:81-106.
w2 ATC(II). Antiplatelet Trialists Collaboration. Collaborative overview of randomised trials of antiplatelet therapyII: maintenance of vascular graft or arterial patency by antiplatelet therapy. BMJ 1994;308:159-68.
w3 ATC(III). Antiplatelet Trialists Collaboration. Collaborative overview of randomised trials of antiplatelet therapyIII: reduction in venous thrombosis and pulmonary embolism by antiplatelet prophylaxis among surgical and medical patients. BMJ 1994;308:235-46.
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Table A Posted as supplied by author. Included meta-analyses for both direct and indirect comparisonsdata table and references
Meta-analysis* | (outcome) | (relative risk unless stated otherwise) | ||
1 ATC-I (1)w1 | Patients with an increased risk of occlusive vascular diseaseeg, prior or acute coronary heart disease, stroke; peripheral vascular disease(vascular events) | High dose aspirin v medium dose aspirin: 3 (1212/1213) High dose aspirin v control: 19 (8400/8409) Medium dose aspirin v control: 17 (13966/14012) | ||
2 ATC-I (2)w1 | As above | Aspirin+dipyridamole v aspirin: 16 (2829/2840) Aspirin+dipyridamole v control: 23 (4757/4694) Aspirin v control: 42 (40013/37538) | ||
3 ATC-I (3)w1 | As above | Sulphinpyrazone v aspirin: 4 (507/656) Sulphinpyrazone v control: 17 (2108/2135) Aspirin v control: 49 (41656/38799) | ||
4 ATC-I (4)w1 | As above | Ticlopidine v aspirin: 3 (1730/1741) Ticlopidine v control: 27 (2936/2955) Aspirin v control: 52 (42248/39230) | ||
5 ATC-II (1)w2 | Patients with an increased risk of vascular occlusioneg, coronary or leg artery bypass grafting or angioplasty(vascular occlusion) | High dose v medium dose aspirin: 1 (155/154) High dose aspirin v control: 8 (744/753) Medium dose aspirin v control: 4 (489/496) | ||
6 ATC-II (2)w2 | As above | Aspirin+dipyridamole v aspirin: 10 (1264/1267) Aspirin+dipyridamole v control: 14 (1371/1303) Aspirin v control: 7 (597/610) | ||
7 ATC-II (3)w2 | As above | Sulphinpyrazone v aspirin: 2 (167/326) Sulphinpyrazone v control: 5 (276/285) Aspirin v control: 12 (1233/1249) | ||
8 ATC-II (4)w2 | As above | Ticlopidine v aspirin: 2 (41/41) Ticlopidine v control: 12 (546/542) Aspirin v control: 13 (1542/1402) | ||
9 ATC-II (5)w2 | As above | Aspirin+dipyridamole v sulphinpyrazone: 1 (162/148) Aspirin+dipyridamole v control: 19 (2004/1942) Sulphinpyrazone v control: 5 (276/285) | ||
10 ATC-IIIw3 | Surgical and high risk medical patients (deep venous thrombosis) | Aspirin+dipyridamole v aspirin: 9 (263/218) Aspirin+dipyridamole v control: 11 (394/422) Aspirin v control: 9 (649/597) | ||
11 Bucherw4 | Patients with HIV (Pneumocystis carinii pneumonia) | TMP+SMX v Daps or Daps+Pyri: (803/815) TMP+SMX v AP: 9 (681/613) Daps or Daps+Pyri v AP: 5 (732/718) | ||
12 Chengw5 | Women attending services for emergency contraception (No of pregnancies) | Levonorgestrel v mifepristone: 1 (643/633) Levonorgestrel v Yuzpe regimen: 2 (1386/1421) Mifepristone v Yuzpe regimen: 2 (597/589) | ||
13 Chiba et alw6 | Patients with gastroesophageal reflux disease (healing rate) | H2RA v PPI: 13 (731/884) H2RA v placebo: 11 (1817/959) PPI v placebo: 2 (334/75) | ||
14 Collins et alw7 | Patients with postoperative pain (No of patients with >50% pain relief) | Ibuprofen 400mg v 200mg: 5 (199/ 202) Ibuprofen 400mg v control: 26 (1407/ 1043) Ibuprofen 200mg v control: 3 (204/ 133) | ||
15 Delaney et alw8 | Patients with dyspepsia (global assessment) | PPI v H2RA: 3 (633/634) PPI v alginate/antacid: 2 (595/591) H2RA v alginate/antacid: 1 (119/136) | ||
16 DiMario et alw9 | Patients with previously untreated gastric ulcer (endoscopic healing) | Cimetidine v ranitidine: 5 (total 636) Cimetidine v placebo: 13 (total 852) Ranitidine v placebo: 8 (total 756) | ||
17 Handoll et alw10 | Patients undergoing surgery for hip fractures (deep vein thrombosis) | LMW heparin v U heparin: 3 (136/111) LMW heparin v placebo: 2 (104/110) U heparin v placebo: 10 (407/409) | ||
18 Horn & Limburgw11 | Patients with acute ischemic stroke (poor outcome: death or dependency in activities of daily living) | Mimodipine 240mg v 120mg: 2 (340/ 341) Mimodipine 240mg v control: 1 (73/ 69) Mimodipine 120mg v control: 13 (2081/ 2106) | ||
19 Marshall & Irvinew12 | Patients with ulcerative colitis (endoscopic remission) | 5-ASA v corticosteroids: 7 (NA) 5-ASA v budesonide: 2 (NA) Corticosteroids v budesonide: 5 (NA) | ||
20 McIntosh & Olliarow13 | Patients with uncomplicated malaria (parasite clearance at day 28) | Artemisinin v artesunate: 1 (20/19) Artemisinin v quinine: 1 (27/22) Artesunate v quinine: 1 (47/39) | ||
21 Moore et alw14 | Patients with severe postoperative pain (>50% pain relief) | Paracetamol+codeine v paracetamol: 10 (309/313) Paracetamol+codeine v placebo: 5 (98/110) Paracetamol v placebo: 7 (281/254) | ||
22 Pagliaro et alw15 | Patients with cirrhosis and esophagogastric varices (rate of first bleeding) | Beta-blockers v sclerotherapy: 2 (111/115) Beta-blockers v control: 7 (378/394) Sclerotherapy v control: 17 (723/736) | ||
23 Poynard et alw16 | Patients with viral hepatitis C (sustained alanine transaminase response rate) | Interferon (3m ) 12 months v 6 months: 4 (256/249) Interferon (3m ) 12 months v control: 5 (161/157) Interferon (3m ) 6 months v control: 6 (132/131) | ||
24 Rostom et alw17 | Patients taken NSAID for >3 weeks (total endoscopic ulcers) | PPI v H2RA: 1 (210/215) PPI v placebo: 3 (443/331) H2RA v placebo: 6 (645/541) | ||
25 Silagyw18 | Smokers (smoking cessation rate) | >1 visits v 1 visit: 5 (733/ 521) >1 visits v control: 4 (1931/ 1529) 1 visit v control: 15 (7551/ 5826) | ||
26 Silagy et al (1)w19 | Patients undergoing nicotine replacement therapy (NRT) (smoking cessation rate) | NRT patch 24 hour v 16 hour: 1 (51/ 55) NRT patch 24 hour v control: 23 (5364/ 4252) NRT patch 16 hour v control: 7 (4313/ 1685) | ||
27 Silagy et al(2)w19 | Patients undergoing nicotine replacement therapy (NRT) (smoking cessation rate) | NRT weaning v no weaning: 1 (68/ 56) NRT weaning v control: 24 (7571/4598) Nicotine patch 16 hour v control: 5 (701/ 648) | ||
28 Soo et al(1)w20 | Patients with non-ulcer dyspepsia (global symptom assessment) | H2RA v sucralfate: 1 (47/53) H2RA v placebo: 8 (607/618) Sucralfate v placebo: 2 (129/117) | ||
29 Soo et al(2)w20 | As above | Prokinetics v H2RA: 2 (208/ 215) Prokinetics v placebo: 10 (326/ 264) Sucralfate v placebo: 7 (496/ 508) | ||
30 Trinadade et al (1)w21 | Patients with major depression (No of dropouts) | Fluoxetine v paroxetine: 5 (327/328) Fluoxetine v controls: 40 (2500/ 2234) Paroxetine v controls: 33 (1471/ 1423) | ||
31 Trindade et al (2)w21 | As above | Fluoxetine v fluvoxamine: 1 (49/51) Fluoxetine v controls: 45 (2909/ 2378) Fluvoxamine v controls: 41 (1168/ 1166) | ||
32 Trindade et al (3)w21 | As above | Paroxetine v fluvoxamine: 1 (56/64) Paroxetine v controls: 34 (1335/ 1288) Fluvoxamine v controls: 35 (1025/ 1019) | ||
33 Trindade et al (4)w21 | As above | Sertraline v fluvoxamine: 1 (48/49) Sertraline v controls: 9 (816/759) Fluvoxamine v controls: 23 (685/ 651) | ||
34 Trindade et al (5)w21 | As above | Fluoxetine v sertraline: 3 (266/273) Fluoxetine v controls: 35 (2502/ 1967) Sertraline v controls: 9 (816/ 759) | ||
35 van Pinxteren et alw22 | Patients with gastro-oesophageal reflux disease-like symptoms (heartburn remission) | PPI v H2RA: 3 (1228/664) PPI v placebo: 1 (161/159) H2RA v placebo: 2 (511/502) | ||
36 Zhang & LiWanPo (1)w23 | Patients with dysmenorrhoea (No of patients with at least moderate pain relief) | Naproxen v ibuprofen: 3 (122/113) Naproxen v placebo: 17 (904/877) Ibuprofen v placebo: 10 (345/ 346) | ||
37 Zhang & LiWanPo (2)w23 | As above | Naproxen v mefenamic acid: 1 (24/20) Naproxen v placebo: 18 (942/916) Mefenamic v placebo: 4 (307/307) | ||
38 Zhang & LiWanPo (3)w23 | As above | Naproxen v aspirin: 1 (32/32) Naproxen v placebo: 17 (890/872) Aspirin v placebo: 5 (220/223) | ||
39 Zhang & Li Wan Po (4)w23 | As above | Ibuprofen v aspirin: 1 (43/43) Ibuprofen v placebo: 10 (322/327) Aspirin v placebo: 5 (187/184) | ||
40 Ausejo et alw24 | Children with croup (improvement in croup severity score) | Budesonide v dexamethasone: 1 (65/69) Budesonide v placebo: 5 (166/161) Dexamethasone v placebo: 8 (365/374) | 0.09 (- 0.25 to 0.43) | 0.32 (- 0.52 to 1.16) |
41 Li Wan Po & Zhangw25 | Patients with postsurgical pain (sum of difference in pain intensity) | Paracetamol+Dex v paracetamol: 3 (103/99) Paracetamol+Dex v placebo: 5 (181/178) Paracetamol v placebo: 14 (558/534) | 1.22 (0.00 to 2.45) | 0.51 (- 0.43 to 1.45) |
42 Packer et alw26 | Patients with heart failure (changes in left ventricular ejection fraction) | Carvedilol v metoprolol: 4 (123/125) Carvedilol v placebo: 9 (534/668) Metoprolol v placebo: 6 (376/408) | 0.029 (0.007 to 0.051) | 0.027 (0.013 to 0.041) |
43 Sauriol et alw27 | Patients with schizophrenia (changes in brief psychiatric rating scale) | Olanzapine v risperidone: 1 (172/167) Olanzapine v placebo: 3 (1620/786) Risperidone v placebo: 8 (1044/416) | 1.80 (- 1.43 to 5.03) | 1.33 (- 0.63 to 3.29) |
44 Zhang & Li Wan Po (5)w28 | Patients with surgical pain (sum of difference in pain intensity) | Paracetamol+codeine v paracetamol: 13 (449/448) Paracetamol+codeine v placebo: 12 (NA) Paracetamol v placebo: 31 (NA) | 6.97 (3.56 to 10.37) | -1.16 (- 6.95 to 4.64) |
OR=odds ratio; SMD=standardised mean difference; ATC=Antiplatelet Trialists Collaboration; 5-ASA=5-aminosalicylic acid; AP=aerosolised pentamidine; Daps=dapsone; Dex=dextropropoxyphene; H2RA=H2 receptor antagonists; LMW heparin=low molecular weight heparin; NRT=nicotine replacement therapy; PPI=proton pump inhibitors; Pyri=pyrimethamine; SMX=sulfamethoxazole; TMP=trimethoprim; U heparin=unfractionated heparin.
*Numbers in brackets refer to number of meta-analyses from the same systematic review.
Table B Posted as supplied by author. Results of trials that evaluated high dose or medium dose aspirin for preventing vascular event
Trial | ||||||||
High dose aspirin v medium dose aspirin | ||||||||
UK-TIA | Previous stroke/TIA | |||||||
VA CABG | Post CABG | |||||||
Mufson | Post PTCA | |||||||
High dose aspirin v control | ||||||||
Altman | Valve surgery | |||||||
Theroux | Unstable angina | |||||||
ETDRS | Diabetes | |||||||
Cardiff-II | Previous myocardial infarction | |||||||
CDP-A | Previous myocardial infarction | |||||||
AMIS | Previous myocardial infarction | |||||||
Danish | Previous stroke/TIA | |||||||
Norwegian | Valve surgery | |||||||
McEnany | Post CABG | |||||||
AITIA | Previous stroke/TIA | |||||||
GAMIS | Previous myocardial infarction | |||||||
Micristin | Previous myocardial infarction | |||||||
Reuther | Previous stroke/TIA | |||||||
Britton | Previous stroke/TIA | |||||||
Munich-A | Intermittent claudication | |||||||
Munich-B | Intermittent claudication | |||||||
Zekert-IV | Non-coronary grafting | |||||||
Erfurt-A | DVT prophylaxis | |||||||
Erfurt-B | DVT prophylaxis | |||||||
Medium dose aspirin v control | ||||||||
Danish | Previous stroke/TIA | |||||||
Salt | Previous stroke/TIA | |||||||
RISC | Unstable angina | |||||||
SAPAT | Stable angina/CHD | |||||||
AFSAK | Atrial fibrillation | |||||||
Dutch-asp | Previous myocardial infarction | |||||||
Lorenz | Post CABG | |||||||
ISIS-2 | Previous myocardial infarction | |||||||
Majerus | Renal haemodialysis | |||||||
ISIS pilot | Previous myocardial infarction | |||||||
ALDUSA | Unstable angina | |||||||
Cardiff-I | Previous myocardial infarction | |||||||
EAFT | Atrial fibrillation | |||||||
VA pilot | Unstable angina | |||||||
VA main | Unstable angina | |||||||
SPAF | Atrial fibrillation | |||||||
Meyer | Miscellaneous |
TIA=transient ischaemic attack. CABG=coronary artery bypass graft. PTCA=percutaneoustransluminal coronary angioplasty. CHD=coronary heart disease.
Table C Posted as supplied by author. Results of head-to-head comparisons
Comparison | (95% CI) | (SE) | ||
High dose aspirin v medium dose aspirin | (1212/1213) | (0.806 to 1.148) | (0.0902) | |
High dose aspirin v control | (8400/8409) | (0.781 to 0.898) | (0.0356) | |
Medium dose aspirin v control | (13966/14012) | (0.704 to 0.793) | (0.0303) |