LivingGLP1
Network meta-analysis

Percent body weight change

Overweight or obesity without diabetes (adults)

weeks 20 to 40 (target week 26)Treatment policyEach dose separatelyMean differenceConvergence criteria not all met
4
Randomized trials
15
Treatments
1,481
Participants
18
Trial arms

In plain language

Across 4 trials with 1,481 participants, 6 of 14 treatments had a clearly better result than placebo on percent body weight change, and for 8 the evidence could not tell them apart from placebo. The most favorable estimate was for Bofanglutide 24 mg injection once weekly: mean difference -14.80 percentage points (95% credible interval -20.16 to -6.51).

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_PO_120MG_QDALENIG_PO_45MG_QDALENIG_PO_90MG_QDBOFANG_SC_12MG_Q2WBOFANG_SC_18MG_Q2WBOFANG_SC_24MG_Q2WBOFANG_SC_24MG_QWBOFANG_SC_48MG_Q2WHRS7535_PO_120MG_QDHRS7535_PO_180MG_QDHRS7535_PO_30MG_QDHRS7535_PO_60MG_QDLIRA_SC_3p0MG_QDOTHER_ACTIVE_cagrilintidePLACEBO
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.
-20-15-10-50510← favors treatmentfavors reference →Bofanglutide 24 mg injection onc…Bofanglutide 48 mg injection eve…Bofanglutide 24 mg injection eve…Bofanglutide 18 mg injection eve…Aleniglipron 120 mg tablet once …Aleniglipron 90 mg tablet once d…Bofanglutide 12 mg injection eve…Aleniglipron 45 mg tablet once d…HRS-7535 180 mg tablet once dailyLiraglutide 3.0 mg subcutaneous …CagrilintideHRS-7535 60 mg tablet once dailyHRS-7535 120 mg tablet once dailyHRS-7535 30 mg tablet once daily
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
Bofanglutide 24 mg injection once weekly
BOFANG_SC_24MG_QW
-14.80 (-20.16 to -6.51)-22.77 to -3.58-15.54 (-18.11 to -12.97)Better
Bofanglutide 48 mg injection every 2 weeks
BOFANG_SC_48MG_Q2W
-14.21 (-19.55 to -6.02)-22.35 to -3.21-14.94 (-17.45 to -12.43)Better
Bofanglutide 24 mg injection every 2 weeks
BOFANG_SC_24MG_Q2W
-11.78 (-17.21 to -3.62)-19.98 to -0.30-12.51 (-15.06 to -9.96)Better
Bofanglutide 18 mg injection every 2 weeks
BOFANG_SC_18MG_Q2W
-10.65 (-16.26 to -2.37)-18.60 to 0.56-11.40 (-13.94 to -8.86)Better
Aleniglipron 120 mg tablet once daily
ALENIG_PO_120MG_QD
-9.99 (-16.08 to -1.89)-18.74 to 0.51-10.40 (-13.05 to -7.75)Better
Aleniglipron 90 mg tablet once daily
ALENIG_PO_90MG_QD
-8.82 (-15.11 to -0.47)-17.77 to 1.79-9.20 (-11.88 to -6.52)Better
Bofanglutide 12 mg injection every 2 weeks
BOFANG_SC_12MG_Q2W
-7.88 (-13.31 to 0.38)-15.67 to 3.77-8.60 (-11.18 to -6.02)Unclear
Aleniglipron 45 mg tablet once daily
ALENIG_PO_45MG_QD
-7.40 (-13.72 to 0.54)-16.78 to 3.33-7.80 (-10.74 to -4.86)Unclear
HRS-7535 180 mg tablet once daily
HRS7535_PO_180MG_QD
-5.80 (-12.38 to 1.93)-15.45 to 4.38-6.02 (-8.63 to -3.41)Unclear
Liraglutide 3.0 mg subcutaneous once daily
LIRA_SC_3p0MG_QD
-5.36 (-11.24 to 2.01)-14.10 to 4.70-5.50 (-7.04 to -3.96)Unclear
Cagrilintide
OTHER_ACTIVE_cagrilintide
-5.26 (-11.31 to 2.03)-14.33 to 5.10-5.37 (-6.53 to -4.21)Unclear
HRS-7535 60 mg tablet once daily
HRS7535_PO_60MG_QD
-4.11 (-10.35 to 3.21)-12.93 to 5.98-4.35 (-6.96 to -1.74)Unclear
HRS-7535 120 mg tablet once daily
HRS7535_PO_120MG_QD
-3.49 (-10.13 to 3.82)-12.53 to 7.00-3.63 (-6.24 to -1.02)Unclear
HRS-7535 30 mg tablet once daily
HRS7535_PO_30MG_QD
-0.66 (-7.10 to 6.96)-10.03 to 9.79-0.82 (-3.40 to 1.76)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 columnPLACEBOBOFANG_SC_24MG_QWBOFANG_SC_48MG_Q2WBOFANG_SC_24MG_Q2WBOFANG_SC_18MG_Q2WALENIG_PO_120MG_QDALENIG_PO_90MG_QDBOFANG_SC_12MG_Q2WALENIG_PO_45MG_QDHRS7535_PO_180MG_QDLIRA_SC_3p0MG_QDOTHER_ACTIVE_cagrilintideHRS7535_PO_60MG_QDHRS7535_PO_120MG_QDHRS7535_PO_30MG_QD
PLACEBOPLACEBO14.80
6.51 to 20.16
14.21
6.02 to 19.55
11.78
3.62 to 17.21
10.65
2.37 to 16.26
9.99
1.89 to 16.08
8.82
0.47 to 15.11
7.88
-0.38 to 13.31
7.40
-0.54 to 13.72
5.80
-1.93 to 12.38
5.36
-2.01 to 11.24
5.26
-2.03 to 11.31
4.11
-3.21 to 10.35
3.49
-3.82 to 10.13
0.66
-6.96 to 7.10
BOFANG_SC_24MG_QW-14.80
-20.16 to -6.51
BOFANG_SC_24MG_QW-0.59
-7.24 to 6.71
-3.06
-10.19 to 4.23
-4.10
-11.31 to 3.22
-4.82
-13.67 to 5.49
-5.94
-14.68 to 4.10
-6.86
-13.66 to 0.40
-7.35
-16.03 to 3.01
-8.99
-17.92 to 1.85
-9.48
-17.93 to 0.61
-9.60
-17.88 to 1.17
-10.64
-18.98 to 0.46
-11.33
-19.72 to -0.71
-14.17
-22.82 to -3.26
BOFANG_SC_48MG_Q2W-14.21
-19.55 to -6.02
0.59
-6.71 to 7.24
BOFANG_SC_48MG_Q2W-2.44
-9.49 to 4.64
-3.54
-10.66 to 3.67
-4.19
-13.40 to 5.66
-5.37
-14.67 to 4.70
-6.31
-13.14 to 0.81
-6.79
-15.66 to 3.64
-8.41
-17.30 to 2.53
-8.91
-17.52 to 1.26
-8.98
-17.39 to 1.41
-10.08
-18.65 to 0.07
-10.64
-19.23 to 0.00
-13.53
-22.69 to -2.86
BOFANG_SC_24MG_Q2W-11.78
-17.21 to -3.62
3.06
-4.23 to 10.19
2.44
-4.64 to 9.49
BOFANG_SC_24MG_Q2W-1.08
-8.37 to 6.05
-1.71
-10.84 to 8.25
-2.93
-12.02 to 7.27
-3.86
-10.63 to 3.06
-4.36
-13.02 to 6.03
-5.98
-14.78 to 4.89
-6.46
-14.73 to 3.99
-6.59
-14.77 to 3.77
-7.66
-16.28 to 2.94
-8.27
-16.81 to 2.46
-11.12
-20.07 to -0.40
BOFANG_SC_18MG_Q2W-10.65
-16.26 to -2.37
4.10
-3.22 to 11.31
3.54
-3.67 to 10.66
1.08
-6.05 to 8.37
BOFANG_SC_18MG_Q2W-0.68
-10.04 to 9.53
-1.86
-10.93 to 8.42
-2.73
-9.99 to 4.51
-3.23
-12.60 to 7.24
-4.82
-13.90 to 6.16
-5.38
-14.00 to 4.87
-5.43
-13.88 to 5.06
-6.52
-15.27 to 3.91
-7.15
-15.80 to 3.93
-10.02
-18.86 to 0.88
ALENIG_PO_120MG_QD-9.99
-16.08 to -1.89
4.82
-5.49 to 13.67
4.19
-5.66 to 13.40
1.71
-8.25 to 10.84
0.68
-9.53 to 10.04
ALENIG_PO_120MG_QD-1.16
-8.19 to 5.56
-2.09
-12.38 to 6.89
-2.55
-9.87 to 4.86
-4.19
-13.73 to 5.98
-4.67
-13.99 to 5.00
-4.79
-13.90 to 5.25
-5.88
-15.15 to 4.21
-6.49
-15.92 to 3.75
-9.29
-18.42 to 1.02
ALENIG_PO_90MG_QD-8.82
-15.11 to -0.47
5.94
-4.10 to 14.68
5.37
-4.70 to 14.67
2.93
-7.27 to 12.02
1.86
-8.42 to 10.93
1.16
-5.56 to 8.19
ALENIG_PO_90MG_QD-0.90
-11.07 to 8.18
-1.44
-8.43 to 6.13
-2.97
-12.44 to 7.07
-3.53
-12.63 to 6.66
-3.63
-12.64 to 6.64
-4.69
-13.85 to 5.46
-5.26
-14.84 to 5.10
-8.17
-17.34 to 1.95
BOFANG_SC_12MG_Q2W-7.88
-13.31 to 0.38
6.86
-0.40 to 13.66
6.31
-0.81 to 13.14
3.86
-3.06 to 10.63
2.73
-4.51 to 9.99
2.09
-6.89 to 12.38
0.90
-8.18 to 11.07
BOFANG_SC_12MG_Q2W-0.50
-9.73 to 9.81
-2.08
-11.00 to 8.87
-2.62
-11.08 to 7.34
-2.70
-10.98 to 7.52
-3.72
-12.76 to 6.51
-4.43
-12.80 to 6.26
-7.21
-16.15 to 3.21
ALENIG_PO_45MG_QD-7.40
-13.72 to 0.54
7.35
-3.01 to 16.03
6.79
-3.64 to 15.66
4.36
-6.03 to 13.02
3.23
-7.24 to 12.60
2.55
-4.86 to 9.87
1.44
-6.13 to 8.43
0.50
-9.81 to 9.73
ALENIG_PO_45MG_QD-1.66
-11.27 to 8.87
-2.14
-11.63 to 8.14
-2.27
-11.81 to 8.06
-3.33
-12.52 to 6.81
-3.94
-13.30 to 6.58
-6.75
-16.24 to 3.43
HRS7535_PO_180MG_QD-5.80
-12.38 to 1.93
8.99
-1.85 to 17.92
8.41
-2.53 to 17.30
5.98
-4.89 to 14.78
4.82
-6.16 to 13.90
4.19
-5.98 to 13.73
2.97
-7.07 to 12.44
2.08
-8.87 to 11.00
1.66
-8.87 to 11.27
HRS7535_PO_180MG_QD-0.52
-10.36 to 9.13
-0.59
-10.10 to 9.46
-1.69
-8.93 to 5.31
-2.34
-9.27 to 5.00
-5.15
-11.99 to 2.19
LIRA_SC_3p0MG_QD-5.36
-11.24 to 2.01
9.48
-0.61 to 17.93
8.91
-1.26 to 17.52
6.46
-3.99 to 14.73
5.38
-4.87 to 14.00
4.67
-5.00 to 13.99
3.53
-6.66 to 12.63
2.62
-7.34 to 11.08
2.14
-8.14 to 11.63
0.52
-9.13 to 10.36
LIRA_SC_3p0MG_QD-0.09
-6.69 to 6.97
-1.19
-10.24 to 8.08
-1.87
-10.99 to 7.80
-4.68
-13.81 to 5.04
OTHER_ACTIVE_cagrilintide-5.26
-11.31 to 2.03
9.60
-1.17 to 17.88
8.98
-1.41 to 17.39
6.59
-3.77 to 14.77
5.43
-5.06 to 13.88
4.79
-5.25 to 13.90
3.63
-6.64 to 12.64
2.70
-7.52 to 10.98
2.27
-8.06 to 11.81
0.59
-9.46 to 10.10
0.09
-6.97 to 6.69
OTHER_ACTIVE_cagrilintide-1.10
-10.49 to 8.14
-1.77
-11.38 to 8.05
-4.60
-14.02 to 4.94
HRS7535_PO_60MG_QD-4.11
-10.35 to 3.21
10.64
-0.46 to 18.98
10.08
-0.07 to 18.65
7.66
-2.94 to 16.28
6.52
-3.91 to 15.27
5.88
-4.21 to 15.15
4.69
-5.46 to 13.85
3.72
-6.51 to 12.76
3.33
-6.81 to 12.52
1.69
-5.31 to 8.93
1.19
-8.08 to 10.24
1.10
-8.14 to 10.49
HRS7535_PO_60MG_QD-0.66
-7.58 to 6.65
-3.52
-10.58 to 4.02
HRS7535_PO_120MG_QD-3.49
-10.13 to 3.82
11.33
0.71 to 19.72
10.64
-0.00 to 19.23
8.27
-2.46 to 16.81
7.15
-3.93 to 15.80
6.49
-3.75 to 15.92
5.26
-5.10 to 14.84
4.43
-6.26 to 12.80
3.94
-6.58 to 13.30
2.34
-5.00 to 9.27
1.87
-7.80 to 10.99
1.77
-8.05 to 11.38
0.66
-6.65 to 7.58
HRS7535_PO_120MG_QD-2.81
-10.05 to 4.38
HRS7535_PO_30MG_QD-0.66
-7.10 to 6.96
14.17
3.26 to 22.82
13.53
2.86 to 22.69
11.12
0.40 to 20.07
10.02
-0.88 to 18.86
9.29
-1.02 to 18.42
8.17
-1.95 to 17.34
7.21
-3.21 to 16.15
6.75
-3.43 to 16.24
5.15
-2.19 to 11.99
4.68
-5.04 to 13.81
4.60
-4.94 to 14.02
3.52
-4.02 to 10.58
2.81
-4.38 to 10.05
HRS7535_PO_30MG_QD

Heterogeneity, fit and convergence

Bayesian random effects (primary)

Heterogeneity (tau)
2.204 (95% CrI 0.095 to 7.027)
Residual deviance
17.9 for 18 data points
DIC
35.7 (pD 17.8)
Largest R-hat
1.006
Smallest ESS
bulk 1,212, tail 2,656
Divergent transitions
1
Convergence
Not all met; read with caution
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
I squared
0%
Q (total)
0.00 on 1.24344978758018e-14 df, P = 0.000
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; 4 of 4
Type 2 diabetes share in weight trials (percent of participants)
effect modifier; 4 of 4
Sex (percent female)
effect modifier, prognostic factor; 4 of 4
Asian ancestry or region (percent Asian)
effect modifier, prognostic factor; 4 of 4
Treatment duration (weeks)
effect modifier; 4 of 4
Lifestyle co-intervention intensity (none standard intensive)
effect modifier, prognostic factor; 4 of 4
ACCESS
S000899
39.460
population codes
54.351.7436not_reported
NCT03856047
S001532
37.830
population codes
61.7513.0326standard
NCT06250946
S002275
32.50
population codes
48.49100
region: all sites in Asia
36standard
NCT06256562
S002790
33.230
population codes
45.6210030standard

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_120MG_QD vs HRS7535_PO_180MG_QD vs HRS7535_PO_30MG_QD vs HRS7535_PO_60MG_QD vs PLACEBO) to 39.5 (ALENIG_PO_120MG_QD vs ALENIG_PO_45MG_QD vs ALENIG_PO_90MG_QD vs PLACEBO) kg/m2; threshold 3
  • FlagBaseline, Sex: design means range from 45.6 (BOFANG_SC_12MG_Q2W vs BOFANG_SC_18MG_Q2W vs BOFANG_SC_24MG_Q2W vs BOFANG_SC_24MG_QW vs BOFANG_SC_48MG_Q2W vs PLACEBO) to 61.7 (LIRA_SC_3p0MG_QD vs OTHER_ACTIVE_cagrilintide vs PLACEBO) percent female; threshold 15
  • FlagBaseline, Asian ancestry or region: design means range from 1.7 (ALENIG_PO_120MG_QD vs ALENIG_PO_45MG_QD vs ALENIG_PO_90MG_QD vs PLACEBO) to 100.0 (BOFANG_SC_12MG_Q2W vs BOFANG_SC_18MG_Q2W vs BOFANG_SC_24MG_Q2W vs BOFANG_SC_24MG_QW vs BOFANG_SC_48MG_Q2W vs PLACEBO) percent Asian; threshold 30
  • NoteOutcome assessment, time point: selected time points span 26 to 36 weeks
  • NoteOutcome assessment, analysis set: mixed: full_analysis 2, modified_itt 1, randomized 1
  • NoteOutcome assessment, intercurrent events (discontinuation): mixed: not stated 3, treatment_policy 1
  • NoteData handling, input conversions: arms_combined 1
Comparability items per trial
Trialtime weeksanalysis setdefinitioninstrumentadjudicatedproportion methodintercurrent events (discontinuation)intercurrent events (rescue)blindingfundingstart yearEligibility
ACCESS36full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2024age 18 to 79; BMI 30 or more, or 27 or more with comorbidity; HbA1c below 6.5 percent; weight above 80 kg; no diabetes
NCT0385604726full_analysisnot statednot statednot statednot statednot statednot stateddouble_blindindustry2019age 18 or older; BMI 30 or more, or 27 or more with hypertension or dyslipidemia; no diabetes
NCT0625094626randomizednot statednot statednot statednot statednot statednot stateddouble_blindindustry2024age 18 to 65; BMI 28 to 40; no diabetes, HbA1c below 6.5 percent
NCT0625656230modified_ittnot statednot statednot statednot statedtreatment_policynot stateddouble_blindindustry2023age 18 to 75; BMI 24 to <28 kg/m2 with comorbidity or 28 or more (Chinese criteria); no diabetes

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
ACCESSA1ALENIG_PO_45MG_QD36arm, percent_change-8.8001.13045R0000892:Extended Data Table 2
ACCESSA2ALENIG_PO_90MG_QD36arm, percent_change-10.2000.94065R0000892:Extended Data Table 2
ACCESSA3ALENIG_PO_120MG_QD36arm, percent_change-11.4000.92063R0000892:Extended Data Table 2
ACCESSA4PLACEBO36arm, percent_change-1.0000.99056R0000892:Extended Data Table 2
NCT03856047A1+A2+A3+A4+A5OTHER_ACTIVE_cagrilintide26arm, percent_change-8.3700.253487arms_combinedregistry:outcomes
NCT03856047A6LIRA_SC_3p0MG_QD26arm, percent_change-8.5000.57595registry:outcomes
NCT03856047A7PLACEBO26arm, percent_change-3.0000.53495registry:outcomes
NCT06250946A1PLACEBO26arm, percent_change-2.5400.94146R0001289:Supplement Table S1
NCT06250946A2HRS7535_PO_30MG_QD26arm, percent_change-3.3600.92148R0001289:Supplement Table S1
NCT06250946A3HRS7535_PO_60MG_QD26arm, percent_change-6.8900.93947R0001289:Supplement Table S1
NCT06250946A4HRS7535_PO_120MG_QD26arm, percent_change-6.1700.94146R0001289:Supplement Table S1
NCT06250946A5HRS7535_PO_180MG_QD26arm, percent_change-8.5600.94148R0001289:Supplement Table S1
NCT06256562A1BOFANG_SC_12MG_Q2W30arm, percent_change-9.7500.99052R0002409:Table 2
NCT06256562A2BOFANG_SC_18MG_Q2W30arm, percent_change-12.5500.96053R0002409:Table 2
NCT06256562A3BOFANG_SC_24MG_Q2W30arm, percent_change-13.6600.97052R0002409:Table 2
NCT06256562A4BOFANG_SC_48MG_Q2W30arm, percent_change-16.0900.94064R0002409:Table 2
NCT06256562A5BOFANG_SC_24MG_QW30arm, percent_change-16.6900.98053R0002409:Table 2
NCT06256562A6PLACEBO30arm, percent_change-1.1500.87066R0002409:Table 2

Rerun this analysis yourself

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