LivingGLP1
Network meta-analysis

Body weight change in kilograms (diabetes)

Type 2 diabetes (adults); background therapy: no glucose lowering drug (lifestyle only)

weeks 36 to 64 (target week 52)Hypothetical (as if everyone stayed on treatment)Each dose separatelyMean difference
3
Randomized trials
9
Treatments
1,322
Participants
11
Trial arms

In plain language

Across 3 trials with 1,322 participants, 4 of 8 treatments had a clearly better result than placebo on body weight change in kilograms (diabetes), and for 4 the evidence could not tell them apart from placebo. The most favorable estimate was for Tirzepatide 15 mg subcutaneous once weekly: mean difference -8.54 kg (95% credible interval -12.63 to -2.62).

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.
ALBI_SC_30MG_QWALBI_SC_50MG_QWORFO_PO_12MG_QDORFO_PO_36MG_QDORFO_PO_3MG_QDPLACEBOTIRZ_SC_10MG_QWTIRZ_SC_15MG_QWTIRZ_SC_5MG_QW
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 kg. Lower values favor the treatment.
-15-10-505← favors treatmentfavors reference →Tirzepatide 15 mg subcutaneous o…Tirzepatide 10 mg subcutaneous o…Tirzepatide 5 mg subcutaneous on…Orforglipron 36 mg oral once dailyOrforglipron 12 mg oral once dailyOrforglipron 3 mg oral once dailyAlbiglutide 50 mg subcutaneous o…Albiglutide 30 mg subcutaneous o…
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
Tirzepatide 15 mg subcutaneous once weekly
TIRZ_SC_15MG_QW
-8.54 (-12.63 to -2.62)-14.71 to -0.70-8.80 (-10.34 to -7.26)Better
Tirzepatide 10 mg subcutaneous once weekly
TIRZ_SC_10MG_QW
-6.85 (-10.98 to -1.04)-12.98 to 1.07-7.10 (-8.63 to -5.57)Better
Tirzepatide 5 mg subcutaneous once weekly
TIRZ_SC_5MG_QW
-6.04 (-10.46 to -0.18)-12.32 to 1.65-6.30 (-7.81 to -4.79)Better
Orforglipron 36 mg oral once daily
ORFO_PO_36MG_QD
-5.83 (-9.96 to -0.33)-11.88 to 1.88-6.00 (-7.29 to -4.71)Better
Orforglipron 12 mg oral once daily
ORFO_PO_12MG_QD
-4.07 (-8.28 to 1.21)-10.68 to 3.14-4.20 (-5.39 to -3.01)Unclear
Orforglipron 3 mg oral once daily
ORFO_PO_3MG_QD
-2.93 (-7.07 to 2.45)-9.52 to 4.58-3.10 (-4.20 to -2.00)Unclear
Albiglutide 50 mg subcutaneous once weekly
ALBI_SC_50MG_QW
-0.19 (-5.33 to 4.61)-7.06 to 6.53-0.20 (-1.39 to 0.99)Unclear
Albiglutide 30 mg subcutaneous once weekly
ALBI_SC_30MG_QW
0.30 (-4.85 to 5.03)-6.91 to 7.070.27 (-0.91 to 1.45)Unclear

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 columnPLACEBOTIRZ_SC_15MG_QWTIRZ_SC_10MG_QWTIRZ_SC_5MG_QWORFO_PO_36MG_QDORFO_PO_12MG_QDORFO_PO_3MG_QDALBI_SC_50MG_QWALBI_SC_30MG_QW
PLACEBOPLACEBO8.54
2.62 to 12.63
6.85
1.04 to 10.98
6.04
0.18 to 10.46
5.83
0.33 to 9.96
4.07
-1.21 to 8.28
2.93
-2.45 to 7.07
0.19
-4.61 to 5.33
-0.30
-5.03 to 4.85
TIRZ_SC_15MG_QW-8.54
-12.63 to -2.62
TIRZ_SC_15MG_QW-1.70
-6.58 to 3.57
-2.48
-7.60 to 2.78
-2.71
-9.32 to 4.15
-4.47
-11.04 to 2.63
-5.58
-12.27 to 1.39
-8.33
-14.31 to -0.38
-8.83
-15.12 to -0.79
TIRZ_SC_10MG_QW-6.85
-10.98 to -1.04
1.70
-3.57 to 6.58
TIRZ_SC_10MG_QW-0.81
-5.66 to 4.37
-0.97
-7.85 to 5.80
-2.77
-9.19 to 4.37
-3.92
-10.45 to 3.27
-6.63
-12.56 to 1.24
-7.14
-13.11 to 0.80
TIRZ_SC_5MG_QW-6.04
-10.46 to -0.18
2.48
-2.78 to 7.60
0.81
-4.37 to 5.66
TIRZ_SC_5MG_QW-0.20
-6.89 to 6.60
-1.99
-8.49 to 5.20
-3.14
-9.67 to 3.89
-5.85
-12.04 to 1.87
-6.31
-12.58 to 1.58
ORFO_PO_36MG_QD-5.83
-9.96 to -0.33
2.71
-4.15 to 9.32
0.97
-5.80 to 7.85
0.20
-6.60 to 6.89
ORFO_PO_36MG_QD-1.77
-6.61 to 3.28
-2.90
-7.75 to 2.24
-5.67
-11.85 to 2.16
-6.12
-12.59 to 1.71
ORFO_PO_12MG_QD-4.07
-8.28 to 1.21
4.47
-2.63 to 11.04
2.77
-4.37 to 9.19
1.99
-5.20 to 8.49
1.77
-3.28 to 6.61
ORFO_PO_12MG_QD-1.13
-6.22 to 3.65
-3.88
-10.23 to 3.72
-4.35
-10.86 to 2.88
ORFO_PO_3MG_QD-2.93
-7.07 to 2.45
5.58
-1.39 to 12.27
3.92
-3.27 to 10.45
3.14
-3.89 to 9.67
2.90
-2.24 to 7.75
1.13
-3.65 to 6.22
ORFO_PO_3MG_QD-2.77
-8.85 to 5.24
-3.22
-9.49 to 4.52
ALBI_SC_50MG_QW-0.19
-5.33 to 4.61
8.33
0.38 to 14.31
6.63
-1.24 to 12.56
5.85
-1.87 to 12.04
5.67
-2.16 to 11.85
3.88
-3.72 to 10.23
2.77
-5.24 to 8.85
ALBI_SC_50MG_QW-0.50
-5.44 to 4.50
ALBI_SC_30MG_QW0.30
-4.85 to 5.03
8.83
0.79 to 15.12
7.14
-0.80 to 13.11
6.31
-1.58 to 12.58
6.12
-1.71 to 12.59
4.35
-2.88 to 10.86
3.22
-4.52 to 9.49
0.50
-4.50 to 5.44
ALBI_SC_30MG_QW

Heterogeneity, fit and convergence

Bayesian random effects (primary)

Heterogeneity (tau)
1.572 (95% CrI 0.071 to 5.180)
Residual deviance
11.0 for 11 data points
DIC
21.9 (pD 11.0)
Largest R-hat
1.003
Smallest ESS
bulk 1,680, tail 2,941
Divergent transitions
0
Convergence
All criteria met
Priors
PR01 N(0, 25^2); PR03 N(0, 12.5^2); PR07 half normal(0, 2.5^2) on tau

Frequentist check (netmeta)

Method
inverse variance, REML, MD
Tau
0.000
Q (total)
0.00 on 0 df
Q (between designs)
0.00

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; 2 of 3
Sex (percent female)
effect modifier, prognostic factor; 3 of 3
Background glucose lowering therapy (stratum S0 to S4)
effect modifier, prognostic factor; 3 of 3
Asian ancestry or region (percent Asian)
effect modifier, prognostic factor; 3 of 3
Kidney function (eGFR) (mL/min/1.73 m2)
prognostic factor, effect modifier; 1 of 3
Treatment duration (weeks)
effect modifier; 3 of 3
Lifestyle co-intervention intensity (none standard intensive)
effect modifier, prognostic factor; 3 of 3
SURPASS-1
S000407
31.948.31S035.1594.140not_reported
NCT00849017
S000852
33.5344.88
100 minus male share
S02.36not reported156standard
ACHIEVE-1
S001950
body weight 90.2 kg
48.12S043.83not reported40not_reported

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: not reported by 1 of 3 trials
  • FlagBaseline, Asian ancestry or region: design means range from 2.4 (ALBI_SC_30MG_QW vs ALBI_SC_50MG_QW vs PLACEBO) to 43.8 (ORFO_PO_12MG_QD vs ORFO_PO_36MG_QD vs ORFO_PO_3MG_QD vs PLACEBO) percent Asian; threshold 30
  • FlagBaseline, Kidney function (eGFR): not reported by 2 of 3 trials
  • FlagBaseline, Treatment duration: design means range from 40.0 (ORFO_PO_12MG_QD vs ORFO_PO_36MG_QD vs ORFO_PO_3MG_QD vs PLACEBO) to 156.0 (ALBI_SC_30MG_QW vs ALBI_SC_50MG_QW vs PLACEBO) weeks; threshold 26
  • NoteOutcome assessment, time point: selected time points span 40 to 52 weeks
Comparability items per trial
Trialtime weeksanalysis setdefinitioninstrumentadjudicatedproportion methodintercurrent events (discontinuation)intercurrent events (rescue)blindingfundingstart yearEligibility
SURPASS-140modified_ittnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustry2019adults; HbA1c 7.0 to 9.5 percent; BMI 23 or higher; no glucose lowering drug in prior 90 days
NCT0084901752modified_ittnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustry2009age 18 or older; HbA1c 7.0 to 10.0 percent; BMI 20 to 45; diet and exercise only
ACHIEVE-140modified_ittnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustry2023adults with type 2 diabetes on diet and exercise alone; HbA1c 7.0 to 9.5 percent

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
SURPASS-1A1TIRZ_SC_5MG_QW40arm, change-7.0000.520121registry:outcomes
SURPASS-1A2TIRZ_SC_10MG_QW40arm, change-7.8000.530118registry:outcomes
SURPASS-1A3TIRZ_SC_15MG_QW40arm, change-9.5000.540116registry:outcomes
SURPASS-1A4PLACEBO40arm, change-0.7000.570112registry:outcomes
NCT00849017A1PLACEBO52arm, change-0.6600.42899registry:outcomes
NCT00849017A2ALBI_SC_30MG_QW52arm, change-0.3900.424100registry:outcomes
NCT00849017A3ALBI_SC_50MG_QW52arm, change-0.8600.43297registry:outcomes
ACHIEVE-1A1PLACEBO40arm, change-1.3000.360138registry:outcomes
ACHIEVE-1A2ORFO_PO_3MG_QD40arm, change-4.4000.430143registry:outcomes
ACHIEVE-1A3ORFO_PO_12MG_QD40arm, change-5.5000.490137registry:outcomes
ACHIEVE-1A4ORFO_PO_36MG_QD40arm, change-7.3000.550141registry:outcomes

Rerun this analysis yourself

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