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Table 3 External validation in CPRD: Observed treatment effects across strata defined by clinical cut-offs of predicted treatment benefit. Estimates are adjusted for clinical features in the treatment selection model (to improve precision and control for potential differences in covariate balance within subgroups)

From: Comparison of causal forest and regression-based approaches to evaluate treatment effect heterogeneity: an application for type 2 diabetes precision medicine

 

Observed treatment difference (mmol/mol; negative favors SGLT2-i)

Predicted HbA1c difference

N patients

Treatment difference (mean)

Lower 95% CI

Upper 95% CI

p-value

Penalized regression model external validation

 Overall

18,741

-4.5

-5.0

-4.1

< 0.001

 Strata

  SGLT2-i benefit by any mmol/mol

15321

-5.2

-5.7

-4.7

< 0.001

  SGLT2-i benefit by ≥ 10 mmol/mol

1173

-10.7

-13.0

-8.4

< 0.001

  SGLT2-i benefit by 5–10 mmol/mol

4503

-7.6

-8.6

-6.6

< 0.001

  SGLT2-i benefit by 3–5 mmol/mol

3517

-5.0

-5.9

-4.0

< 0.001

  SGLT2-i benefit by 0–3 mmol/mol

6128

-2.3

-3.0

-1.6

< 0.001

  DPP4-i benefit by any mmol/mol

3420

0.3

-0.7

1.3

0.506

  DPP4-i benefit by 0–3 mmol/mol

2972

0.0

-1.0

1.1

0.937

  DPP4-i benefit by ≥ 3 mmol/mol

448

2.9

-0.6

6.5

0.107

Causal forest external validation

 Overall

18741

-4.5

-4.9

-4.0

0.003

 Strata

  SGLT2-i benefit by any mmol/mol

18689

-4.5

-5.0

-4.1

< 0.001

  SGLT2-i benefit by ≥ 10 mmol/mol

0

NA

NA

NA

NA

  SGLT2-i benefit by 5–10 mmol/mol

2175

-8.7

-10.0

-7.3

< 0.001

  SGLT2-i benefit by 3–5 mmol/mol

8676

-6.0

-6.6

-5.3

< 0.001

  SGLT2-i benefit by 0–3 mmol/mol

7838

-1.1

-1.7

-0.4

0.001

  DPP4-i benefit by any mmol/mol

52

10.3

-8.6

29.3

0.269

  DPP4-i benefit by 0–3 mmol/mol

52

10.3

-8.6

29.3

0.269

  DPP4-i benefit by ≥ 3 mmol/mol

0

NA

NA

NA

NA