LivingGLP1
Network meta-analysis

Weight loss of 5 percent or more

Type 2 diabetes (adults); background therapy: basal insulin with or without non insulin drugs

weeks 20 to 40 (target week 26)Hypothetical (as if everyone stayed on treatment)Doses of a drug pooledOdds ratio
2
Randomized trials
3
Treatments
898
Participants
50
Events

In plain language

Across 2 trials with 898 participants, 0 of 2 treatments had a clearly better result than placebo on weight loss of 5 percent or more, and for 2 the evidence could not tell them apart from placebo. The most favorable estimate was for Exenatide extended release injection: odds ratio 3.04 (95% credible interval 0.93 to 10.24).

Higher 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.
EXENER_SCLIXI_SCPLACEBO
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

Odds ratio. Higher values favor the treatment.
0.250.5124510← favors referencefavors treatment →Exenatide extended release injec…Lixisenatide injection
Versus Placebo, log scale. 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 OR (95% CrI)95% prediction intervalFrequentist OR (95% CI)Verdict
Exenatide extended release injection
EXENER_SC
3.04 (0.93 to 10.24)0.57 to 14.913.22 (1.41 to 7.32)Unclear
Lixisenatide injection
LIXI_SC
1.56 (0.40 to 5.75)0.28 to 7.851.62 (0.62 to 4.27)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: odds ratio 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 columnPLACEBOEXENER_SCLIXI_SC
PLACEBOPLACEBO0.33
0.10 to 1.07
0.64
0.17 to 2.47
EXENER_SC3.04
0.93 to 10.24
EXENER_SC1.94
0.34 to 11.90
LIXI_SC1.56
0.40 to 5.75
0.51
0.08 to 2.95
LIXI_SC

Heterogeneity, fit and convergence

Bayesian random effects (primary)

Heterogeneity (tau)
0.308 (95% CrI 0.072 to 1.288), log scale
Residual deviance
3.9 for 4 data points
DIC
7.9 (pD 3.9)
Largest R-hat
1.002
Smallest ESS
bulk 3,354, tail 3,617
Divergent transitions
0
Convergence
All criteria met
Priors
PR02 N(0, 5^2); PR05 N(0, 2.5^2); PR09 log normal(-2.29, 1.53^2) on tau^2 (General physical health indicators, pharm vs placebo control)

Frequentist check (netmeta)

Method
inverse variance, REML, OR
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 2
Sex (percent female)
effect modifier, prognostic factor; 2 of 2
Treatment duration (weeks)
effect modifier; 2 of 2
Lifestyle co-intervention intensity (none standard intensive)
effect modifier, prognostic factor; 2 of 2
NCT02229383
S000703
33.752.04
100 minus male share
28standard
GetGoal-Duo1
S000792
31.8550.2224not_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, Lifestyle co-intervention intensity: each design has a different category: EXENER_SC vs PLACEBO = standard; LIXI_SC vs PLACEBO = not_reported
  • FlagOutcome assessment, proportion method: confounded with design: not stated 1, not_stated 1
  • NoteOutcome assessment, time point: selected time points span 24 to 28 weeks
  • NoteData handling, input conversions: count_from_percent 2
Comparability items per trial
Trialtime weeksanalysis setdefinitioninstrumentadjudicatedproportion methodintercurrent events (discontinuation)intercurrent events (rescue)blindingfundingstart yearEligibility
NCT0222938328modified_ittnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustry2014adults; insulin glargine 20 U/d or more with or without metformin; HbA1c 7.0 to 10.5 percent at randomization
GetGoal-Duo124modified_ittnot statednot statednot statednot_statedhypotheticalhypotheticaldouble_blindindustry2009T2D on metformin 1.5 g or more with or without SU, glinide or TZD, HbA1c 7 to 10, BMI over 20; HbA1c 7 to 9 after run in

Trial data

What each trial contributes. Arm rows give the arm value with its standard error, or events over participants; contrast rows give the odds ratio on the analysis scale (log) against the trial's first row. Flags mark converted, combined or approximated inputs.
Trial data entering this analysis
TrialArmTreatmentWeekDataValueSEEvents / NFlagsSource
NCT02229383A1EXENER_SC28arm, responders24 / 231R0014763:Table 2
NCT02229383A2PLACEBO28arm, responders8 / 230R0014763:Table 2
GetGoal-Duo1A1PLACEBO24arm, responders7 / 220count_from_percentregistry:outcomes
GetGoal-Duo1A2LIXI_SC24arm, responders11 / 217count_from_percentregistry:outcomes

Rerun this analysis yourself

Remove treatments or trials and refit the frequentist and Bayesian models in your browser, with the same methods as the published analysis.

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