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ForumsPublic SquareGLP-1 for type 1 diabetes as adjunct — need advice Page 2

GLP-1 for type 1 diabetes as adjunct — need advice

SarahChen_PharmD Fri, Jan 31, 2025 at 10:02 PM 40 replies 1,803 viewsPage 2 of 8
DebRD_ATL
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Feb 1, 2025 at 12:27 AM#6
PharmD_Rodriguez said:
Relative and absolute effects need reading together.

I read this differently from PharmD_Rodriguez, on substance rather than tone. I would add the less popular caveat: these trial populations under-represented several groups, older adults and the highest BMI categories among them. The results probably generalise, and "probably" should be stated as an assumption rather than dropped.

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Dr.RaviCardio
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Feb 1, 2025 at 1:23 AM#7
SarahChen_PharmD said:
My own curve sits about four points below the published mean and I spent two months assuming that meant something was wrong with me or with my…

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 0.78 (95% CI 0.72-0.83), I²=51%. This is a robust and consistent effect.

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Dr.LipidDallas
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Feb 1, 2025 at 2:19 AM#8
DebRD_ATL said:
I would add the less popular caveat: these trial populations under-represented several groups, older adults and the highest BMI categories among them.

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.

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Dr.EM_Chicago
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Feb 1, 2025 at 3:15 AM#9

Following on from tony_orlando — and this may be the naive question:

How would you tell the difference between that and the alternative explanation?

Last edited: Feb 1, 2025 at 7:15 AM
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SarahChen_PharmD
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Feb 1, 2025 at 7:44 AM#10

Reporting back.

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

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