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ForumsPublic SquarePharmacogenomics of GLP-1 response — GLP1R gene variants Page 2

Pharmacogenomics of GLP-1 response — GLP1R gene variants

GenomicsKate Thu, May 14, 2026 at 10:15 AM 16 replies 573 viewsPage 2 of 4
NicoleRaleigh
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May 14, 2026 at 9:07 PM#6
GenomicsKate said:
The gap between trial results and real-world results is consistent and it is not fraud.

Forest plot interpretation for the the trial evidence meta-analysis: when reading the pooled estimate, pay attention to:

  1. Point estimate (HR/RR/OR) — center of the diamond
  2. Confidence interval width — precision of the estimate
  3. I² statistic — heterogeneity across studies
  4. Individual study weights — are results driven by one large trial?
  5. Prediction interval — range of plausible true effects in future settings

The the trial evidence meta-analysis shows a pooled RR of 0.81 (95% CI 0.67-0.86), I²=54%. This is a robust and consistent effect.

37 7InsuranceTom, WendyG_ATL, SaraMom3 and 34 others
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traveltech_sara
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May 15, 2026 at 1:24 AM#7

One thing that is still open after LipidDoc_ATL’s answer:

Did your prescriber agree with that reading, and if not what was their objection?

36 6LarryQC_SD, wanda_boise, NurseAsh_DET and 33 others
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NurseLeah_Nash
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May 15, 2026 at 5:41 AM#8
NicoleRaleigh said:
Forest plot interpretation for the the trial evidence meta-analysis: when reading the pooled estimate, pay attention to: Point estimate (HR/RR/OR) —…

Bayesian meta-analysis perspective on the trial evidence: traditional frequentist meta-analyses report point estimates and confidence intervals. Bayesian approaches provide probability distributions that are more intuitive for clinical decision-making.

For example: "There is a 98.5% probability that semaglutide 2.4mg produces >10% weight loss vs placebo" is more actionable than "RR 3.4, 95% CI 2.8-4.1, p<0.001."

The the trial evidence evidence is strong under both frameworks, but Bayesian analysis better communicates the degree of certainty for individual patient counseling.

35 5PeptideSynthNJ, Dr.KarenChen, Dr.NateNeph and 32 others
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GenomicsKate
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May 15, 2026 at 9:57 AM#9

OP back with an update, since a thread like this is useless without one.

Follow-up: I read the paper rather than the summary and the qualifier I was missing was in the second paragraph of the results.

34 4Dr.PeteFamMed, claudia_zurich, nancy_portland and 31 others
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Dr.AddMedPHL
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May 16, 2026 at 6:28 AM#10
NurseLeah_Nash said:
Bayesian meta-analysis perspective on the trial evidence: traditional frequentist meta-analyses report point estimates and confidence intervals.

Propensity score matching studies and the trial evidence: when RCTs aren't available for a specific question, propensity score-matched observational studies can provide useful evidence.

A recent PSM study of 25,000 GLP-1 users vs matched controls showed reduced stroke risk (HR 0.82) over 5 years of follow-up[1].

These results complement the RCT data and suggest the benefits translate to real-world populations.

References:
[1] Registry-based cohort study, pre-print 2024.
24 22JessicaM_2024, TomFromTexas, mike.trainer_LA and 21 others
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