LivingGLP1
Network meta-analysis

Systolic blood pressure change

Type 2 diabetes (adults)

weeks 36 to 64 (target week 52)Not stated by the trialsDoses of a drug pooledMean difference
27
Randomized trials
22
Treatments
16,031
Participants
59
Trial arms

In plain language

Across 27 trials with 16,031 participants, 0 of 21 treatments had a clearly better result than placebo on systolic blood pressure change, 1 a clearly worse one, and for 20 the evidence could not tell them apart from placebo. The most favorable estimate was for Empagliflozin: mean difference -5.73 mmHg (95% credible interval -13.94 to 2.72).

Lower values favor the treatment. "Clearly" means the 95% credible interval excludes no difference. These are averages across trials; they do not say how any one person will respond. Not medical advice.

Network of trials

Each circle is a treatment; each line joins treatments that were randomized against each other in at least one trial.
CANAGLIFLOZINDULA_SCEMPAGLIFLOZINEMPALIRA_SCEXEN_SCIDEGLIRA_SCINS_ASPARTINS_DEGLUDECINS_GLARGINEINS_LISPROINS_PREMIXLIRA_SCMETFORMINOTHER_ACTIVE_basal_insulinPIOGLITAZONEPLACEBOSEMA_POSEMA_SCSITAGLIPTINSTANDARD_CARETASP_SCTIRZ_SC
Node area shows participants; line width shows trials comparing two treatments directly. Blue: GLP-1 receptor agonist containing treatments; grey: comparators. Hover over or tab to a node or line for details.

Effects compared with Placebo

Mean difference in mmHg. Lower values favor the treatment.
-15-10-5051015← favors treatmentfavors reference →EmpagliflozinLiraglutide and empagliflozin in…CanagliflozinTirzepatide injectionBasal insulinSemaglutide tabletLiraglutide injectionSemaglutide injectionExenatide injectionTaspoglutide injectionSitagliptinPremixed insulinDulaglutide injectionPioglitazoneMetforminInsulin glargineInsulin degludec with liraglutid…Insulin aspart (prandial)Insulin lispro (prandial)Insulin degludecStandard care or no added treatm…
Versus Placebo. Blue: Bayesian random effects posterior median with 95% credible interval (thick) and 95% prediction interval (dashed). Amber diamond: frequentist estimate with 95% confidence interval. Hover over or tab to a row for its values.
Effects of each treatment versus Placebo
TreatmentBayesian MD (95% CrI)95% prediction intervalFrequentist MD (95% CI)Verdict
Empagliflozin
EMPAGLIFLOZIN
-5.73 (-13.94 to 2.72)-14.50 to 3.84-6.31 (-14.32 to 1.70)Unclear
Liraglutide and empagliflozin injection
EMPALIRA_SC
-3.85 (-11.66 to 4.56)-12.54 to 5.57-4.31 (-12.14 to 3.52)Unclear
Canagliflozin
CANAGLIFLOZIN
-3.23 (-9.27 to 3.93)-10.46 to 5.14-3.30 (-9.20 to 2.61)Unclear
Tirzepatide injection
TIRZ_SC
-3.18 (-8.14 to 1.74)-9.59 to 3.39-3.10 (-7.76 to 1.56)Unclear
Basal insulin
OTHER_ACTIVE_basal_insulin
-1.84 (-9.81 to 6.57)-10.63 to 7.60-2.31 (-10.32 to 5.70)Unclear
Semaglutide tablet
SEMA_PO
-1.39 (-4.20 to 1.86)-6.12 to 3.77-1.40 (-4.19 to 1.39)Unclear
Liraglutide injection
LIRA_SC
-1.20 (-4.06 to 2.39)-5.93 to 4.60-1.31 (-4.33 to 1.71)Unclear
Semaglutide injection
SEMA_SC
-1.10 (-5.41 to 4.37)-6.85 to 6.01-1.20 (-5.61 to 3.21)Unclear
Exenatide injection
EXEN_SC
-0.05 (-4.56 to 6.09)-5.81 to 7.49-0.20 (-5.07 to 4.68)Unclear
Taspoglutide injection
TASP_SC
0.01 (-4.91 to 5.75)-6.07 to 7.16-0.14 (-4.97 to 4.68)Unclear
Sitagliptin
SITAGLIPTIN
0.79 (-2.68 to 5.05)-4.36 to 6.780.71 (-2.88 to 4.30)Unclear
Premixed insulin
INS_PREMIX
1.04 (-4.24 to 8.51)-5.44 to 9.801.02 (-4.84 to 6.89)Unclear
Dulaglutide injection
DULA_SC
1.16 (-2.67 to 6.60)-3.98 to 8.201.07 (-3.08 to 5.22)Unclear
Pioglitazone
PIOGLITAZONE
1.49 (-4.27 to 8.79)-5.31 to 9.921.41 (-4.54 to 7.36)Unclear
Metformin
METFORMIN
1.56 (-4.04 to 8.82)-5.05 to 9.831.51 (-4.28 to 7.29)Unclear
Insulin glargine
INS_GLARGINE
2.19 (-2.28 to 8.19)-3.51 to 9.702.10 (-2.64 to 6.83)Unclear
Insulin degludec with liraglutide injection
IDEGLIRA_SC
2.29 (-2.64 to 8.31)-3.99 to 9.642.19 (-2.84 to 7.22)Unclear
Insulin aspart (prandial)
INS_ASPART
2.61 (-2.96 to 9.86)-4.25 to 10.952.60 (-3.15 to 8.35)Unclear
Insulin lispro (prandial)
INS_LISPRO
3.90 (-2.76 to 10.37)-3.94 to 11.443.94 (-1.99 to 9.86)Unclear
Insulin degludec
INS_DEGLUDEC
3.95 (-1.12 to 10.04)-2.42 to 11.463.89 (-1.23 to 9.01)Unclear
Standard care or no added treatment
STANDARD_CARE
6.12 (0.11 to 13.30)-0.72 to 14.405.78 (-0.24 to 11.81)Worse

Ranking

How likely each treatment is to be among the best. Rankings ignore the size of differences and their certainty, so read them with the effects above.

League table

Every treatment against every other: mean difference of the row treatment versus the column treatment, posterior median and 95% credible interval. Green: row clearly better; red: row clearly worse.
Every treatment in a row compared with every treatment in a column
Row versus columnPLACEBOEMPAGLIFLOZINEMPALIRA_SCCANAGLIFLOZINTIRZ_SCOTHER_ACTIVE_basal_insulinSEMA_POLIRA_SCSEMA_SCEXEN_SCTASP_SCSITAGLIPTININS_PREMIXDULA_SCPIOGLITAZONEMETFORMININS_GLARGINEIDEGLIRA_SCINS_ASPARTINS_LISPROINS_DEGLUDECSTANDARD_CARE
PLACEBOPLACEBO5.73
-2.72 to 13.94
3.85
-4.56 to 11.66
3.23
-3.93 to 9.27
3.18
-1.74 to 8.14
1.84
-6.57 to 9.81
1.39
-1.86 to 4.20
1.20
-2.39 to 4.06
1.10
-4.37 to 5.41
0.05
-6.09 to 4.56
-0.01
-5.75 to 4.91
-0.79
-5.05 to 2.68
-1.04
-8.51 to 4.24
-1.16
-6.60 to 2.67
-1.49
-8.79 to 4.27
-1.56
-8.82 to 4.04
-2.19
-8.19 to 2.28
-2.29
-8.31 to 2.64
-2.61
-9.86 to 2.96
-3.90
-10.37 to 2.76
-3.95
-10.04 to 1.12
-6.12
-13.30 to -0.11
EMPAGLIFLOZIN-5.73
-13.94 to 2.72
EMPAGLIFLOZIN-2.01
-9.26 to 5.29
-2.61
-12.50 to 7.23
-2.59
-12.04 to 7.14
-3.86
-11.64 to 3.59
-4.40
-12.70 to 4.28
-4.57
-12.30 to 3.08
-4.69
-13.45 to 3.80
-5.81
-14.87 to 2.96
-5.77
-14.84 to 3.19
-6.60
-15.00 to 1.82
-6.97
-16.79 to 2.17
-7.00
-15.54 to 1.10
-7.38
-17.28 to 2.00
-7.40
-17.30 to 1.86
-8.02
-16.92 to 0.40
-8.16
-16.87 to 0.84
-8.52
-18.09 to 0.92
-9.70
-19.73 to 1.39
-9.77
-18.53 to -0.89
-11.90
-21.59 to -2.49
EMPALIRA_SC-3.85
-11.66 to 4.56
2.01
-5.29 to 9.26
EMPALIRA_SC-0.69
-10.16 to 9.03
-0.65
-9.82 to 9.46
-1.90
-9.37 to 5.44
-2.47
-10.57 to 6.20
-2.70
-9.88 to 4.95
-2.83
-11.19 to 5.89
-3.92
-12.82 to 4.60
-3.88
-12.76 to 5.04
-4.74
-12.84 to 3.64
-5.03
-14.90 to 4.01
-5.10
-13.35 to 3.19
-5.45
-15.24 to 3.72
-5.52
-14.84 to 3.88
-6.09
-14.70 to 2.27
-6.25
-14.67 to 2.72
-6.62
-15.95 to 3.08
-7.76
-17.60 to 3.26
-7.85
-16.44 to 1.08
-9.99
-19.62 to -0.60
CANAGLIFLOZIN-3.23
-9.27 to 3.93
2.61
-7.23 to 12.50
0.69
-9.03 to 10.16
CANAGLIFLOZIN-0.02
-7.68 to 8.99
-1.31
-11.02 to 8.42
-1.82
-8.19 to 5.02
-1.96
-8.03 to 4.21
-2.11
-6.54 to 2.35
-3.19
-9.90 to 3.03
-3.21
-9.82 to 3.36
-4.01
-9.58 to 1.89
-4.24
-12.37 to 2.60
-4.31
-10.33 to 1.05
-4.72
-12.49 to 2.26
-4.79
-12.44 to 2.06
-5.35
-11.89 to 0.64
-5.49
-12.93 to 1.81
-5.89
-11.90 to 0.31
-7.07
-15.65 to 2.74
-7.22
-14.81 to 0.40
-9.27
-17.00 to -2.45
TIRZ_SC-3.18
-8.14 to 1.74
2.59
-7.14 to 12.04
0.65
-9.46 to 9.82
0.02
-8.99 to 7.68
TIRZ_SC-1.31
-11.26 to 8.13
-1.79
-7.92 to 3.86
-1.94
-8.39 to 3.70
-2.04
-9.52 to 4.44
-3.22
-11.01 to 3.40
-3.20
-10.97 to 3.66
-3.96
-10.76 to 1.88
-4.27
-13.28 to 2.91
-4.30
-12.01 to 1.61
-4.69
-13.71 to 2.75
-4.75
-13.87 to 2.49
-5.37
-13.40 to 0.94
-5.52
-13.29 to 1.37
-5.84
-14.41 to 1.54
-7.04
-11.38 to -2.70
-7.16
-15.11 to 0.10
-9.30
-18.28 to -1.62
OTHER_ACTIVE_basal_insulin-1.84
-9.81 to 6.57
3.86
-3.59 to 11.64
1.90
-5.44 to 9.37
1.31
-8.42 to 11.02
1.31
-8.13 to 11.26
OTHER_ACTIVE_basal_insulin-0.50
-8.66 to 8.05
-0.67
-8.24 to 6.84
-0.83
-9.45 to 7.81
-1.87
-10.91 to 6.81
-1.91
-10.83 to 7.09
-2.71
-10.92 to 5.61
-3.02
-12.91 to 5.97
-3.08
-11.48 to 5.09
-3.41
-13.32 to 5.75
-3.54
-13.13 to 5.87
-4.12
-12.84 to 4.34
-4.21
-12.87 to 4.55
-4.53
-14.22 to 4.87
-5.79
-15.94 to 5.36
-5.86
-14.58 to 2.99
-7.98
-17.77 to 1.11
SEMA_PO-1.39
-4.20 to 1.86
4.40
-4.28 to 12.70
2.47
-6.20 to 10.57
1.82
-5.02 to 8.19
1.79
-3.86 to 7.92
0.50
-8.05 to 8.66
SEMA_PO-0.16
-4.03 to 3.18
-0.26
-5.43 to 4.24
-1.35
-7.13 to 3.34
-1.35
-6.94 to 3.55
-2.17
-6.05 to 1.19
-2.44
-9.64 to 3.06
-2.54
-7.96 to 1.50
-2.87
-10.10 to 2.97
-2.95
-10.19 to 2.89
-3.55
-9.63 to 1.09
-3.68
-9.83 to 1.62
-4.02
-10.82 to 1.74
-5.28
-12.18 to 2.05
-5.35
-11.50 to 0.15
-7.48
-14.64 to -1.36
LIRA_SC-1.20
-4.06 to 2.39
4.57
-3.08 to 12.30
2.70
-4.95 to 9.88
1.96
-4.21 to 8.03
1.94
-3.70 to 8.39
0.67
-6.84 to 8.24
0.16
-3.18 to 4.03
LIRA_SC-0.11
-4.43 to 3.97
-1.19
-6.13 to 3.10
-1.19
-6.08 to 3.55
-2.04
-5.16 to 1.13
-2.24
-8.66 to 2.86
-2.38
-6.30 to 0.79
-2.71
-9.13 to 2.60
-2.81
-9.05 to 2.58
-3.39
-8.02 to 0.47
-3.54
-7.97 to 0.95
-3.88
-9.86 to 2.00
-5.10
-11.84 to 2.67
-5.20
-9.75 to -0.56
-7.27
-13.51 to -1.89
SEMA_SC-1.10
-5.41 to 4.37
4.69
-3.80 to 13.45
2.83
-5.89 to 11.19
2.11
-2.35 to 6.54
2.04
-4.44 to 9.52
0.83
-7.81 to 9.45
0.26
-4.24 to 5.43
0.11
-3.97 to 4.43
SEMA_SC-1.08
-5.92 to 3.31
-1.10
-5.96 to 3.78
-1.94
-5.26 to 1.85
-2.16
-8.61 to 3.15
-2.23
-6.13 to 1.00
-2.60
-8.99 to 2.96
-2.69
-8.81 to 2.86
-3.25
-8.04 to 0.88
-3.45
-9.36 to 2.65
-3.75
-8.02 to 0.29
-4.94
-12.43 to 3.66
-5.08
-11.03 to 1.11
-7.18
-13.43 to -1.62
EXEN_SC-0.05
-4.56 to 6.09
5.81
-2.96 to 14.87
3.92
-4.60 to 12.82
3.19
-3.03 to 9.90
3.22
-3.40 to 11.01
1.87
-6.81 to 10.91
1.35
-3.34 to 7.13
1.19
-3.10 to 6.13
1.08
-3.31 to 5.92
EXEN_SC-0.01
-3.90 to 4.25
-0.83
-4.81 to 3.79
-1.07
-5.07 to 2.26
-1.17
-4.83 to 2.31
-1.53
-5.53 to 2.36
-1.59
-7.61 to 3.96
-2.19
-6.73 to 2.07
-2.32
-8.47 to 4.27
-2.70
-8.65 to 3.63
-3.90
-11.53 to 5.20
-3.97
-10.23 to 2.77
-6.06
-11.36 to -1.09
TASP_SC0.01
-4.91 to 5.75
5.77
-3.19 to 14.84
3.88
-5.04 to 12.76
3.21
-3.36 to 9.82
3.20
-3.66 to 10.97
1.91
-7.09 to 10.83
1.35
-3.55 to 6.94
1.19
-3.55 to 6.08
1.10
-3.78 to 5.96
0.01
-4.25 to 3.90
TASP_SC-0.83
-4.63 to 3.20
-1.11
-6.96 to 3.84
-1.17
-5.95 to 3.05
-1.54
-7.48 to 3.75
-1.56
-8.36 to 4.43
-2.19
-7.70 to 2.62
-2.30
-8.82 to 4.16
-2.70
-9.12 to 3.58
-3.89
-11.67 to 5.03
-3.94
-10.54 to 2.75
-6.08
-12.62 to -0.34
SITAGLIPTIN0.79
-2.68 to 5.05
6.60
-1.82 to 15.00
4.74
-3.64 to 12.84
4.01
-1.89 to 9.58
3.96
-1.88 to 10.76
2.71
-5.61 to 10.92
2.17
-1.19 to 6.05
2.04
-1.13 to 5.16
1.94
-1.85 to 5.26
0.83
-3.79 to 4.81
0.83
-3.20 to 4.63
SITAGLIPTIN-0.25
-6.55 to 4.62
-0.33
-4.47 to 2.83
-0.65
-6.92 to 4.43
-0.75
-7.15 to 4.67
-1.37
-6.18 to 2.56
-1.49
-7.11 to 3.80
-1.85
-7.60 to 3.38
-3.12
-10.08 to 4.96
-3.16
-8.75 to 2.39
-5.28
-11.54 to 0.20
INS_PREMIX1.04
-4.24 to 8.51
6.97
-2.17 to 16.79
5.03
-4.01 to 14.90
4.24
-2.60 to 12.37
4.27
-2.91 to 13.28
3.02
-5.97 to 12.91
2.44
-3.06 to 9.64
2.24
-2.86 to 8.66
2.16
-3.15 to 8.61
1.07
-2.26 to 5.07
1.11
-3.84 to 6.96
0.25
-4.62 to 6.55
INS_PREMIX-0.09
-5.05 to 5.14
-0.47
-4.19 to 3.70
-0.48
-7.32 to 6.40
-1.10
-6.56 to 4.78
-1.20
-7.92 to 6.60
-1.63
-8.16 to 5.95
-2.78
-10.82 to 7.50
-2.87
-9.58 to 4.65
-4.90
-11.29 to 1.23
DULA_SC1.16
-2.67 to 6.60
7.00
-1.10 to 15.54
5.10
-3.19 to 13.35
4.31
-1.05 to 10.33
4.30
-1.61 to 12.01
3.08
-5.09 to 11.48
2.54
-1.50 to 7.96
2.38
-0.79 to 6.30
2.23
-1.00 to 6.13
1.17
-2.31 to 4.83
1.17
-3.05 to 5.95
0.33
-2.83 to 4.47
0.09
-5.14 to 5.05
DULA_SC-0.37
-5.55 to 4.78
-0.43
-5.09 to 4.18
-1.04
-3.61 to 1.58
-1.16
-6.42 to 4.76
-1.53
-6.73 to 4.16
-2.74
-9.78 to 6.24
-2.82
-8.22 to 3.33
-4.87
-9.95 to -0.02
PIOGLITAZONE1.49
-4.27 to 8.79
7.38
-2.00 to 17.28
5.45
-3.72 to 15.24
4.72
-2.26 to 12.49
4.69
-2.75 to 13.71
3.41
-5.75 to 13.32
2.87
-2.97 to 10.10
2.71
-2.60 to 9.13
2.60
-2.96 to 8.99
1.53
-2.36 to 5.53
1.54
-3.75 to 7.48
0.65
-4.43 to 6.92
0.47
-3.70 to 4.19
0.37
-4.78 to 5.55
PIOGLITAZONE-0.07
-7.10 to 6.90
-0.66
-6.36 to 5.09
-0.76
-7.68 to 6.63
-1.19
-8.12 to 6.54
-2.35
-10.71 to 7.66
-2.46
-9.28 to 5.34
-4.47
-11.12 to 1.50
METFORMIN1.56
-4.04 to 8.82
7.40
-1.86 to 17.30
5.52
-3.88 to 14.84
4.79
-2.06 to 12.44
4.75
-2.49 to 13.87
3.54
-5.87 to 13.13
2.95
-2.89 to 10.19
2.81
-2.58 to 9.05
2.69
-2.86 to 8.81
1.59
-3.96 to 7.61
1.56
-4.43 to 8.36
0.75
-4.67 to 7.15
0.48
-6.40 to 7.32
0.43
-4.18 to 5.09
0.07
-6.90 to 7.10
METFORMIN-0.60
-5.82 to 4.83
-0.73
-7.60 to 6.88
-1.08
-7.96 to 6.47
-2.39
-10.32 to 7.68
-2.41
-9.38 to 5.42
-4.40
-11.34 to 2.13
INS_GLARGINE2.19
-2.28 to 8.19
8.02
-0.40 to 16.92
6.09
-2.27 to 14.70
5.35
-0.64 to 11.89
5.37
-0.94 to 13.40
4.12
-4.34 to 12.84
3.55
-1.09 to 9.63
3.39
-0.47 to 8.02
3.25
-0.88 to 8.04
2.19
-2.07 to 6.73
2.19
-2.62 to 7.70
1.37
-2.56 to 6.18
1.10
-4.78 to 6.56
1.04
-1.58 to 3.61
0.66
-5.09 to 6.36
0.60
-4.83 to 5.82
INS_GLARGINE-0.11
-6.01 to 6.12
-0.53
-6.24 to 5.79
-1.67
-9.02 to 7.61
-1.79
-7.66 to 4.71
-3.86
-9.55 to 1.49
IDEGLIRA_SC2.29
-2.64 to 8.31
8.16
-0.84 to 16.87
6.25
-2.72 to 14.67
5.49
-1.81 to 12.93
5.52
-1.37 to 13.29
4.21
-4.55 to 12.87
3.68
-1.62 to 9.83
3.54
-0.95 to 7.97
3.45
-2.65 to 9.36
2.32
-4.27 to 8.47
2.30
-4.16 to 8.82
1.49
-3.80 to 7.11
1.20
-6.60 to 7.92
1.16
-4.76 to 6.42
0.76
-6.63 to 7.68
0.73
-6.88 to 7.60
0.11
-6.12 to 6.01
IDEGLIRA_SC-0.39
-7.57 to 7.00
-1.58
-9.54 to 7.44
-1.65
-6.02 to 2.61
-3.70
-11.43 to 3.03
INS_ASPART2.61
-2.96 to 9.86
8.52
-0.92 to 18.09
6.62
-3.08 to 15.95
5.89
-0.31 to 11.90
5.84
-1.54 to 14.41
4.53
-4.87 to 14.22
4.02
-1.74 to 10.82
3.88
-2.00 to 9.86
3.75
-0.29 to 8.02
2.70
-3.63 to 8.65
2.70
-3.58 to 9.12
1.85
-3.38 to 7.60
1.63
-5.95 to 8.16
1.53
-4.16 to 6.73
1.19
-6.54 to 8.12
1.08
-6.47 to 7.96
0.53
-5.79 to 6.24
0.39
-7.00 to 7.57
INS_ASPART-1.21
-9.57 to 8.62
-1.32
-8.40 to 6.32
-3.35
-11.06 to 3.50
INS_LISPRO3.90
-2.76 to 10.37
9.70
-1.39 to 19.73
7.76
-3.26 to 17.60
7.07
-2.74 to 15.65
7.04
2.70 to 11.38
5.79
-5.36 to 15.94
5.28
-2.05 to 12.18
5.10
-2.67 to 11.84
4.94
-3.66 to 12.43
3.90
-5.20 to 11.53
3.89
-5.03 to 11.67
3.12
-4.96 to 10.08
2.78
-7.50 to 10.82
2.74
-6.24 to 9.78
2.35
-7.66 to 10.71
2.39
-7.68 to 10.32
1.67
-7.61 to 9.02
1.58
-7.44 to 9.54
1.21
-8.62 to 9.57
INS_LISPRO-0.08
-9.29 to 8.10
-2.20
-12.22 to 6.14
INS_DEGLUDEC3.95
-1.12 to 10.04
9.77
0.89 to 18.53
7.85
-1.08 to 16.44
7.22
-0.40 to 14.81
7.16
-0.10 to 15.11
5.86
-2.99 to 14.58
5.35
-0.15 to 11.50
5.20
0.56 to 9.75
5.08
-1.11 to 11.03
3.97
-2.77 to 10.23
3.94
-2.75 to 10.54
3.16
-2.39 to 8.75
2.87
-4.65 to 9.58
2.82
-3.33 to 8.22
2.46
-5.34 to 9.28
2.41
-5.42 to 9.38
1.79
-4.71 to 7.66
1.65
-2.61 to 6.02
1.32
-6.32 to 8.40
0.08
-8.10 to 9.29
INS_DEGLUDEC-2.11
-9.82 to 4.80
STANDARD_CARE6.12
0.11 to 13.30
11.90
2.49 to 21.59
9.99
0.60 to 19.62
9.27
2.45 to 17.00
9.30
1.62 to 18.28
7.98
-1.11 to 17.77
7.48
1.36 to 14.64
7.27
1.89 to 13.51
7.18
1.62 to 13.43
6.06
1.09 to 11.36
6.08
0.34 to 12.62
5.28
-0.20 to 11.54
4.90
-1.23 to 11.29
4.87
0.02 to 9.95
4.47
-1.50 to 11.12
4.40
-2.13 to 11.34
3.86
-1.49 to 9.55
3.70
-3.03 to 11.43
3.35
-3.50 to 11.06
2.20
-6.14 to 12.22
2.11
-4.80 to 9.82
STANDARD_CARE

Heterogeneity, fit and convergence

Bayesian random effects (primary)

Heterogeneity (tau)
1.640 (95% CrI 0.235 to 3.754)
Residual deviance
59.5 for 58 data points
DIC
112.1 (pD 52.7)
Largest R-hat
1.006
Smallest ESS
bulk 846, tail 1,083
Divergent transitions
0
Convergence
All criteria met
Priors
PR01 N(0, 60^2); PR03 N(0, 30^2); PR07 half normal(0, 6^2) on tau

Frequentist check (netmeta)

Method
inverse variance, REML, MD
Tau
1.750
I squared
51%
Q (total)
22.42 on 11 df, P = 0.021
Q (between designs)
20.74, P = 0.008

Inconsistency

Do trials comparing two treatments directly agree with the indirect evidence through other treatments?

No comparison here has both direct and indirect evidence, so inconsistency cannot be checked by node splitting; the between designs Q above is the global check.

Small study effects

A comparison adjusted funnel plot: each point is one trial comparison, centered on its own network estimate. Asymmetry can signal that small trials with unfavorable results are missing.

Fewer than ten trial comparisons, too few to judge funnel plot asymmetry.

Baseline characteristics of the trials

The baseline value of each effect modifier or prognostic factor that applies here, per trial: mean or percent over arms, weighted by the number randomized. A note under a value names a stand in (a median for a mean, 100 minus the male share, Asian subgroup rows, an all Asian site list); "not reported" means no source of the trial prints it.
Baseline effect modifiers and prognostic factors per trial
TrialBaseline BMI or body weight (kg/m2)
effect modifier, prognostic factor; 24 of 27
NCT00754988
S000027
32.47
SURPASS-6
S000108
33.15
SCALE™ Insulin
S000159
35.6
SUSTAIN 11
S000363
31.55
SUSTAIN 7
S000372
33.5
SURPASS-1
S000407
31.9
NCT00717457
S000414
33.47
NCT03878706
S000665
30
NCT03824002
S000688
27.6
NCT01558271
S000837
25.51
NCT01147627
S000864
not reported
AWARD-2
S001130
31.55
PIONEER 7
S001153
31.19
NCT01191268
S001198
32.49
AWARD-CHN2
S001404
26.77
NCT01126580
S001786
33.26
SUSTAIN 8
S001847
not reported
SUSTAIN™ 2
S001876
32.5
PIONEER 9
S001943
25.9
DUAL™ I Japan
S001965
26.4
AWARD-1
S002153
33.16
NCT01776788
S002224
24.96
NCT00700817
S002361
32.77
PIONEER 8
S002369
not reported
S002969
S002969
36.76
median
S003030
S003030
24
S003068
S003068
27.96

Comparability of the trials

Checked across designs (the set of treatments each trial compares) for eligibility, outcome definition and assessment, and the baseline factors above. Flags point to possible intransitivity; notes describe variation that is not tied to design.
  • FlagBaseline, Baseline BMI or body weight: design means range from 24.0 (EXEN_SC vs INS_PREMIX) to 36.2 (LIRA_SC vs PLACEBO) kg/m2; threshold 3
  • NoteOutcome assessment, time point: selected time points span 36 to 56 weeks
  • NoteOutcome assessment, analysis set: mixed: completers 4, full_analysis 9, modified_itt 7, other 2, randomized 1, safety 4
  • NoteOutcome assessment, definition: mixed: HbA1c adjusted for baseline by ANCOVA, participants still in remission 1, HbA1c at 9 months 1, mean HbA1c change baseline to week 52 1, not stated 22, Observed brachial systolic blood pressure at 12 months, mean and SD 1, Observed HbA1c at visit, mean and SD 1
  • NoteOutcome assessment, intercurrent events (rescue): mixed: hypothetical 3, not stated 24
  • NoteRisk of bias, blinding: mixed: double_blind 11, open_label 14, single_blind 2
  • NoteRisk of bias, funding: mixed: industry 23, mixed 1, non_industry 3
  • NoteData handling, input conversions: arms_combined 16, median_converted 2, n_randomized 4
Comparability items per trial
Trialtime weeksanalysis setdefinitioninstrumentadjudicatedproportion methodintercurrent events (discontinuation)intercurrent events (rescue)blindingfundingstart yearEligibility
NCT0075498852modified_ittnot statednot statednot statednot statednot statednot stateddouble_blindindustry2008age 18 to 75; HbA1c 7.0 to 10.0 percent; BMI 25 (23 Asian) to 45; metformin at least 1500 mg
SURPASS-652safetynot statednot statednot statednot statednot statednot statedopen_labelindustry2020adults 18 or older; HbA1c 7.5 to 11 percent; BMI 23 to 45; basal insulin at least 30 U/day with or without up to 2 oral drugs
SCALE™ Insulin56full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2017age 18 or older; BMI 27 or higher; HbA1c 6.0 to 10 percent; basal insulin plus up to 2 oral drugs
SUSTAIN 1152full_analysisnot statednot statednot statednot statednot statednot statedopen_labelindustry2018adults; HbA1c above 7.5 to 10.0 percent on insulin glargine plus metformin
SUSTAIN 740full_analysisnot statednot statednot statednot statednot statednot statedopen_labelindustry2016age 18 or older; HbA1c 7.0 to 10.5 percent; eGFR 60 or higher; metformin background
SURPASS-140safetynot statednot statednot statednot statednot statednot stateddouble_blindindustry2019adults; HbA1c 7.0 to 9.5 percent; BMI 23 or higher; no glucose lowering drug in prior 90 days
NCT0071745752modified_ittnot statednot statednot statednot statednot statednot statedopen_labelindustry2008age 18 to 75; HbA1c 7 to 10 percent; BMI 25 to 45 (above 23 for Asians); metformin with or without TZD
NCT0387870652.14completersObserved brachial systolic blood pressure at 12 months, mean and SDnot statednot statednot statednot statednot statedsingle_blindnon_industry2017T2D on metformin, HbA1c above 7 percent, high or very high CV risk, eGFR 60 or more
NCT0382400239.11completersHbA1c at 9 monthsnot statednot statednot statednot statednot statedsingle_blindnon_industry2017age 50 or older; HbA1c 9.5 percent or less; up to two oral drugs with or without basal insulin
NCT0155827152safetynot statednot statednot statednot statednot statednot stateddouble_blindindustry2012Japanese; age 20 or more; BMI 18.5 to 35; HbA1c 7.0 to 10.0 percent; OAM naive or OAM stopped
NCT0114762748completersnot statednot statednot statednot statednot statednot statedopen_labelmixed2010newly diagnosed drug naive T2D; age 30 to 70; HbA1c 7 to 10 percent; BMI 20 to 35
AWARD-252modified_ittnot statednot statednot statednot statednot statedhypotheticalopen_labelindustry2010type 2 diabetes on metformin and glimepiride
PIONEER 752randomizednot statednot statednot statednot statednot statednot statedopen_labelindustry2016age 18 or more; HbA1c 7.5 to 9.5 percent; one or two oral glucose lowering drugs
NCT0119126852modified_ittnot statednot statednot statednot statednot statedhypotheticalopen_labelindustry2010adults with type 2 diabetes on conventional insulin with or without metformin
AWARD-CHN252safetynot statednot statednot statednot statednot statednot statedopen_labelindustry2012age 18 or older; BMI 19 to 35 kg/m2; HbA1c 7.0 to 11.0 percent on metformin and/or sulfonylurea
NCT0112658052modified_ittnot statednot statednot statednot statednot statednot stateddouble_blindindustry2010type 2 diabetes on diet and exercise or one oral drug; registry gives no ranges
SUSTAIN 852full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2017age 18 or older; HbA1c 7.0 to 10.5 percent; eGFR 60 or higher; metformin 1500 mg or maximum tolerated
SUSTAIN™ 256full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2013type 2 diabetes on metformin and or thiazolidinedione; HbA1c 7.0 to 10.5 percent
PIONEER 952full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2017Japanese adults 20 y or older; HbA1c 6.5 to 9.5 on one oral drug washed out, or 7.0 to 10.0 on diet and exercise
DUAL™ I Japan52full_analysisnot statednot statednot statednot statednot statednot statedopen_labelindustry2015Japanese adults 20 or older; HbA1c 7.0 to 11.0 percent; BMI at least 20; insulin naive on one oral drug
AWARD-152modified_ittnot statednot statednot statednot statednot statedhypotheticaldouble_blindindustry2010adults with type 2 diabetes on metformin and pioglitazone
NCT0177678852.18otherHbA1c adjusted for baseline by ANCOVA, participants still in remissionnot statednot statednot statednot statednot statedopen_labelindustry2012age 30 to 70; newly diagnosed drug naive; FPG 7.0 to 16.7 mmol/L; BMI 20 to 35
NCT0070081752othernot statednot statednot statednot statednot statednot statedopen_labelindustry2008age 18 to 80; HbA1c 7.5 to 10%; BMI 45 or less; metformin 1500 mg/day or more for 3 months
PIONEER 852full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2017adults with type 2 diabetes on basal, premixed or basal bolus insulin with or without metformin
S00296952.14modified_ittnot statednot statednot statednot statednot statednot stateddouble_blindindustry2018age 18 to 70; BMI 30 to 50; HbA1c 48 to below 97 mmol/mol; T2DM under 10 years; undergoing LAGB
S00303052full_analysismean HbA1c change baseline to week 52not statednot statednot statednot statednot statedopen_labelindustry2015age 20 to 75; HbA1c 7.5 to 11 percent; two or more oral agents for 3 months
S00306836completersObserved HbA1c at visit, mean and SDnot statednot statednot statednot statednot statedopen_labelnon_industryinsulin treated T2D, age over 20, BMI 25 or more, HbA1c 7 to 10%

Trial data

What each trial contributes. Arm rows give the arm value with its standard error, or events over participants; contrast rows give the mean difference on the analysis scale against the trial's first row. Flags mark converted, combined or approximated inputs.
Trial data entering this analysis
TrialArmTreatmentWeekDataValueSEEvents / NFlagsSource
NCT00754988A2+A3TASP_SC52arm, change-2.7490.675369arms_combinedR0022521:Table 5
NCT00754988A4SITAGLIPTIN52arm, change-1.7000.972177R0022521:Table 5
SURPASS-6A1+A2+A3TIRZ_SC52arm, change-7.4370.463717n_randomized;arms_combinedR0009666:Supplement eTable 7
SURPASS-6A4INS_LISPRO52arm, change-0.4000.459711n_randomizedR0009666:Supplement eTable 7
SCALE™ InsulinA1LIRA_SC56arm, change-6.0000.995198registry:outcomes
SCALE™ InsulinA2PLACEBO56arm, change-2.0001.066198registry:outcomes
SUSTAIN 11A1SEMA_SC52arm, change-2.8000.493784registry:outcomes
SUSTAIN 11A2INS_ASPART52arm, change1.0000.506765registry:outcomes
SUSTAIN 7A1+A2SEMA_SC40arm, change-3.6580.543601arms_combinedregistry:outcomes
SUSTAIN 7A3+A4DULA_SC40arm, change-2.5100.530598arms_combinedregistry:outcomes
SURPASS-1A2TIRZ_SC40contrast, md-3.1001.607R0009496:Results
SURPASS-1A4PLACEBO40contrast, mdR0009496:Results
NCT00717457A1+A2TASP_SC52arm, change-2.0990.881776arms_combinedR0013639:Supplementary Table
NCT00717457A3EXEN_SC52arm, change-2.3901.245373R0013639:Supplementary Table
NCT03878706A1OTHER_ACTIVE_basal_insulin52.14arm, final134.0002.37240R0008057:Table 3
NCT03878706A2LIRA_SC52.14arm, final135.0002.37240R0008057:Table 3
NCT03878706A3EMPAGLIFLOZIN52.14arm, final130.0002.37240R0008057:Table 3
NCT03878706A4EMPALIRA_SC52.14arm, final132.0002.21440R0008057:Table 3
NCT03824002A1DULA_SC39.11arm, final129.7001.43056R0017066:Table 2
NCT03824002A2STANDARD_CARE39.11arm, final132.7002.23256R0017066:Table 2
NCT01558271A1DULA_SC52arm, change1.4500.640281n_randomizedR0011754:Table 2
NCT01558271A2LIRA_SC52arm, change-1.5800.920141n_randomizedR0011754:Table 2
NCT01147627A1EXEN_SC48arm, change-2.4000.24588R0021706:Table 1
NCT01147627A2INS_PREMIX48arm, change-1.6000.25184R0021706:Table 1
NCT01147627A3PIOGLITAZONE48arm, change-1.0000.096109R0021706:Table 1
AWARD-2A1+A2DULA_SC52arm, change0.1300.569502arms_combinedregistry:outcomes
AWARD-2A3INS_GLARGINE52arm, change0.5100.830240registry:outcomes
PIONEER 7A1+A3SEMA_PO52arm, change-3.0000.834293arms_combinedregistry:outcomes
PIONEER 7A2+A4SITAGLIPTIN52arm, change-0.8300.846318arms_combinedregistry:outcomes
NCT01191268A1+A2DULA_SC52arm, change0.3910.661479arms_combinedregistry:outcomes
NCT01191268A3INS_GLARGINE52arm, change1.9800.920246registry:outcomes
AWARD-CHN2A1+A2DULA_SC52arm, change-1.3970.513515arms_combinedR0023722:Table 2
AWARD-CHN2A3INS_GLARGINE52arm, change-0.2500.737253R0023722:Table 2
NCT01126580A1+A2DULA_SC52arm, change-1.4190.625440arms_combinedregistry:outcomes
NCT01126580A3METFORMIN52arm, change-0.9800.880215registry:outcomes
SUSTAIN 8A1SEMA_SC52arm, change-3.7000.705394registry:outcomes
SUSTAIN 8A2CANAGLIFLOZIN52arm, change-5.8000.680394registry:outcomes
SUSTAIN™ 2A1+A2SEMA_SC56arm, change-5.3400.449818arms_combinedregistry:outcomes
SUSTAIN™ 2A3SITAGLIPTIN56arm, change-2.2900.670407registry:outcomes
PIONEER 9A1+A2+A3SEMA_PO52arm, change-0.6640.881146arms_combinedregistry:outcomes
PIONEER 9A4LIRA_SC52arm, change1.0002.16548registry:outcomes
PIONEER 9A5PLACEBO52arm, change-3.0001.28649registry:outcomes
DUAL™ I JapanA1IDEGLIRA_SC52arm, change1.7000.724275registry:outcomes
DUAL™ I JapanA2INS_DEGLUDEC52arm, change3.4000.869271registry:outcomes
DUAL™ I JapanA3LIRA_SC52arm, change-1.8000.787273registry:outcomes
AWARD-1A1+A2DULA_SC52arm, change1.2310.608504arms_combinedregistry:outcomes
AWARD-1A3EXEN_SC52arm, change0.0200.880238registry:outcomes
NCT01776788A1STANDARD_CARE52.18arm, final130.2002.959R0024844:Table 1
NCT01776788A2EXEN_SC52.18arm, final124.7001.990R0024844:Table 1
NCT00700817A1+A2LIRA_SC52arm, change-1.4630.659427arms_combinedR0024199:Table 1
NCT00700817A3SITAGLIPTIN52arm, change-1.0300.929213R0024199:Table 1
PIONEER 8A1+A2+A3SEMA_PO52arm, change-3.3210.608546arms_combinedregistry:outcomes
PIONEER 8A4PLACEBO52arm, change0.0001.032184registry:outcomes
S002969A1LIRA_SC52.14arm, change0.7773.13712median_convertedR0010852:Supplementary Table 12
S002969A2PLACEBO52.14arm, change-0.3333.76613median_convertedR0010852:Supplementary Table 12
S003030A1EXEN_SC52arm, change-1.8502.76227R0018574:Table 2
S003030A2INS_PREMIX52arm, change2.2503.31332R0018574:Table 2
S003068A1LIRA_SC36arm, final126.0004.9508R0025603:Table 3
S003068A2STANDARD_CARE36arm, final143.0004.6679R0025603:Table 3

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