LivingGLP1
Network meta-analysis

Percent body weight change

Overweight or obesity without diabetes (adults)

weeks 20 to 40 (target week 26)Hypothetical (as if everyone stayed on treatment)Doses of a drug pooledMean differenceSeparate part 2 of a disconnected network
5
Randomized trials
7
Treatments
1,728
Participants
11
Trial arms

In plain language

Across 5 trials with 1,728 participants, 2 of 6 treatments had a clearly better result than placebo on percent body weight change, and for 4 the evidence could not tell them apart from placebo. The most favorable estimate was for Retatrutide injection: mean difference -11.97 percentage points (95% credible interval -18.17 to -4.48).

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.
ALENIG_POHRS7535_POLIRA_SCLOTI_POOTHER_ACTIVE_cagrilintidePLACEBORETA_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 percentage points. Lower values favor the treatment.
-20-15-10-505← favors treatmentfavors reference →Retatrutide injectionAlenig poLiraglutide injectionCagrilintideLoti poHRS-7535 tablet
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
Retatrutide injection
RETA_SC
-11.97 (-18.17 to -4.48)-20.85 to -1.27-12.11 (-13.44 to -10.78)Better
Alenig po
ALENIG_PO
-9.81 (-16.30 to -1.69)-19.35 to 1.12-9.97 (-12.17 to -7.76)Better
Liraglutide injection
LIRA_SC
-5.91 (-12.23 to 1.34)-15.16 to 4.74-6.00 (-7.66 to -4.34)Unclear
Cagrilintide
OTHER_ACTIVE_cagrilintide
-5.38 (-11.45 to 1.61)-14.71 to 4.75-5.49 (-6.79 to -4.18)Unclear
Loti po
LOTI_PO
-4.41 (-10.68 to 2.28)-14.06 to 5.59-4.44 (-5.78 to -3.10)Unclear
HRS-7535 tablet
HRS7535_PO
-3.83 (-10.25 to 3.29)-13.20 to 6.52-3.90 (-5.99 to -1.81)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 columnPLACEBORETA_SCALENIG_POLIRA_SCOTHER_ACTIVE_cagrilintideLOTI_POHRS7535_PO
PLACEBOPLACEBO11.97
4.48 to 18.17
9.81
1.69 to 16.30
5.91
-1.34 to 12.23
5.38
-1.61 to 11.45
4.41
-2.28 to 10.68
3.83
-3.29 to 10.25
RETA_SC-11.97
-18.17 to -4.48
RETA_SC-2.14
-11.86 to 7.52
-6.03
-15.49 to 3.53
-6.56
-15.82 to 3.15
-7.57
-16.48 to 2.18
-8.01
-17.66 to 1.67
ALENIG_PO-9.81
-16.30 to -1.69
2.14
-7.52 to 11.86
ALENIG_PO-3.88
-13.61 to 6.12
-4.39
-13.72 to 5.75
-5.39
-14.57 to 4.96
-5.92
-15.39 to 4.38
LIRA_SC-5.91
-12.23 to 1.34
6.03
-3.53 to 15.49
3.88
-6.12 to 13.61
LIRA_SC-0.50
-7.56 to 6.43
-1.49
-10.66 to 8.76
-2.05
-11.44 to 7.54
OTHER_ACTIVE_cagrilintide-5.38
-11.45 to 1.61
6.56
-3.15 to 15.82
4.39
-5.75 to 13.72
0.50
-6.43 to 7.56
OTHER_ACTIVE_cagrilintide-0.98
-9.98 to 8.53
-1.50
-11.03 to 8.05
LOTI_PO-4.41
-10.68 to 2.28
7.57
-2.18 to 16.48
5.39
-4.96 to 14.57
1.49
-8.76 to 10.66
0.98
-8.53 to 9.98
LOTI_PO-0.56
-9.95 to 8.22
HRS7535_PO-3.83
-10.25 to 3.29
8.01
-1.67 to 17.66
5.92
-4.38 to 15.39
2.05
-7.54 to 11.44
1.50
-8.05 to 11.03
0.56
-8.22 to 9.95
HRS7535_PO

Heterogeneity, fit and convergence

Bayesian random effects (primary)

Heterogeneity (tau)
2.163 (95% CrI 0.092 to 7.219)
Residual deviance
10.9 for 11 data points
DIC
21.8 (pD 10.9)
Largest R-hat
1.002
Smallest ESS
bulk 1,779, tail 2,940
Divergent transitions
0
Convergence
All criteria met
Priors
PR01 N(0, 35^2); PR03 N(0, 17.5^2); PR07 half normal(0, 3.5^2) 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; 5 of 5
Type 2 diabetes share in weight trials (percent of participants)
effect modifier; 5 of 5
Sex (percent female)
effect modifier, prognostic factor; 5 of 5
Asian ancestry or region (percent Asian)
effect modifier, prognostic factor; 5 of 5
Treatment duration (weeks)
effect modifier; 5 of 5
Lifestyle co-intervention intensity (none standard intensive)
effect modifier, prognostic factor; 5 of 5
NCT05579977
S000448
35.44100
population codes
52.0513.2232not_reported
ACCESS
S000899
39.460
population codes
54.351.7436not_reported
NCT03856047
S001532
37.830
population codes
61.7513.0326standard
NCT04881760
S001653
37.340
population codes
48.221.1848standard
NCT06250946
S002275
32.50
population codes
48.49100
region: all sites in Asia
36standard

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 32.5 (HRS7535_PO vs PLACEBO) to 39.5 (ALENIG_PO vs PLACEBO) kg/m2; threshold 3
  • FlagBaseline, Type 2 diabetes share in weight trials: design means range from 0.0 (ALENIG_PO vs PLACEBO) to 100.0 (LOTI_PO vs PLACEBO) percent of participants; threshold 20
  • FlagBaseline, Asian ancestry or region: design means range from 1.2 (PLACEBO vs RETA_SC) to 100.0 (HRS7535_PO vs PLACEBO) percent Asian; threshold 30
  • NoteOutcome assessment, time point: selected time points span 20 to 36 weeks
  • NoteOutcome assessment, analysis set: mixed: full_analysis 2, modified_itt 2, randomized 1
  • NoteOutcome assessment, intercurrent events (rescue): mixed: hypothetical 3, not stated 2
  • NoteData handling, input conversions: arms_combined 5, n_randomized 2
Comparability items per trial
Trialstart yeartime weeksanalysis setdefinitioninstrumentadjudicatedproportion methodintercurrent events (discontinuation)intercurrent events (rescue)blindingfundingEligibility
NCT05579977202220modified_ittnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustryage 18 to 75; T2D cohort on metformin, HbA1c 7.0 to 10.0, BMI 23 or more; obesity cohort BMI 30 or more without diabetes
ACCESS202436full_analysisnot statednot statednot statednot statedhypotheticalnot stateddouble_blindindustryage 18 to 79; BMI 30 or more, or 27 or more with comorbidity; HbA1c below 6.5 percent; weight above 80 kg; no diabetes
NCT03856047201926full_analysisnot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustryage 18 or older; BMI 30 or more, or 27 or more with hypertension or dyslipidemia; no diabetes
NCT04881760202124modified_ittnot statednot statednot statednot statedhypotheticalnot stateddouble_blindindustry18 to 75 years; BMI 30 or more, or 27 to less than 30 with weight related complication; no type 2 diabetes
NCT06250946202426randomizednot statednot statednot statednot statedhypotheticalhypotheticaldouble_blindindustryage 18 to 65; BMI 28 to 40; no diabetes, HbA1c below 6.5 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
NCT05579977A10+A11+A12+A13+A9LOTI_PO20arm, percent_change-6.2840.301178arms_combinedR0004106:Supplement Table S2
NCT05579977A8PLACEBO20arm, percent_change-1.8400.61445R0004106:Supplement Table S2
ACCESSA1+A2+A3ALENIG_PO36arm, percent_change-10.7680.572173arms_combinedR0000892:Results
ACCESSA4PLACEBO36arm, percent_change-0.8000.96956R0000892:Results
NCT03856047A1+A2+A3+A4+A5OTHER_ACTIVE_cagrilintide26arm, percent_change-8.4870.288506arms_combinedR0017871:Table 2
NCT03856047A6LIRA_SC26arm, percent_change-9.0000.60099R0017871:Table 2
NCT03856047A7PLACEBO26arm, percent_change-3.0000.600101R0017871:Table 2
NCT04881760A1PLACEBO24arm, percent_change-1.5500.54068registry:outcomes
NCT04881760A2+A3+A4+A5+A6+A7RETA_SC24arm, percent_change-13.6570.412267arms_combinedregistry:outcomes
NCT06250946A1PLACEBO26arm, percent_change-2.5000.94146n_randomizedR0001289:Table 2
NCT06250946A2+A3+A4+A5HRS7535_PO26arm, percent_change-6.4010.498189n_randomized;arms_combinedR0001289:Table 2

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.

Open in the NMA lab