Table 2

Estimated coefficients from the multivariate linear regression model of RW change in HbA1c levels ∼1 year after initiation

Multivariate regression estimates
Main modelSensitivity model 1Sensitivity model 2
Patient sample by index drug class
 
GLP-1 RA
 
DPP-4
 
GLP-1 RA
 
DPP-4
 
GLP-1 RA
 
DPP-4
 
Covariates       
 Patient characteristics       
  Measured at index date       
   Baseline HbA1c −0.275 (0.114)** −0.484 (0.065)*** −0.265 (0.117)** −0.446 (0.067)*** −0.254 (0.115)** −0.475 (0.066)*** 
   Age 0.006 (0.009) −0.016 (0.005)*** 0.007 (0.009) −0.011 (0.004)** 0.007 (0.008) −0.017 (0.005)*** 
  Measured during baseline year       
   Use of advanced diabetes medicationsa 0.599 (0.201)*** 0.468 (0.109)***   0.598 (0.197)*** 0.484 (0.110)*** 
   Any diabetes complicationsb −0.022 (0.149) 0.070 (0.102) −0.003 (0.152) 0.113 (0.101) 0.007 (0.149) 0.085 (0.104) 
 Treatment characteristics, measured during follow-upc       
  Addition of other (nonindex) type 2 diabetes drugsd −0.285 (0.162)* −0.039 (0.100) −0.267 (0.166) −0.021 (0.101) −0.241 (0.158) −0.051 (0.099) 
  Adherence to index druge −0.581 (0.176)*** −0.227 (0.085)*** −0.565 (0.180)*** −0.192 (0.086)** −0.535 (0.173)*** −0.206 (0.086)** 
  White (Ref: Nonwhite)     −0.441 (0.232)* −0.070 (0.117) 
  Male (Ref: Female)     −0.321 (0.160)** −0.197 (0.098)** 
 Constant 1.769 (1.108) 4.597 (0.629)*** 1.547 (1.134) 3.833 (0.615)*** 2.093 (1.124)* 4.769 (0.640)*** 
Observations, n 297 911 297 911 297 911 
Patients, n 221 652 221 652 221 652 
Adjusted R2 0.087 0.103 0.057 0.077 0.114 0.107 
Multivariate regression estimates
Main modelSensitivity model 1Sensitivity model 2
Patient sample by index drug class
 
GLP-1 RA
 
DPP-4
 
GLP-1 RA
 
DPP-4
 
GLP-1 RA
 
DPP-4
 
Covariates       
 Patient characteristics       
  Measured at index date       
   Baseline HbA1c −0.275 (0.114)** −0.484 (0.065)*** −0.265 (0.117)** −0.446 (0.067)*** −0.254 (0.115)** −0.475 (0.066)*** 
   Age 0.006 (0.009) −0.016 (0.005)*** 0.007 (0.009) −0.011 (0.004)** 0.007 (0.008) −0.017 (0.005)*** 
  Measured during baseline year       
   Use of advanced diabetes medicationsa 0.599 (0.201)*** 0.468 (0.109)***   0.598 (0.197)*** 0.484 (0.110)*** 
   Any diabetes complicationsb −0.022 (0.149) 0.070 (0.102) −0.003 (0.152) 0.113 (0.101) 0.007 (0.149) 0.085 (0.104) 
 Treatment characteristics, measured during follow-upc       
  Addition of other (nonindex) type 2 diabetes drugsd −0.285 (0.162)* −0.039 (0.100) −0.267 (0.166) −0.021 (0.101) −0.241 (0.158) −0.051 (0.099) 
  Adherence to index druge −0.581 (0.176)*** −0.227 (0.085)*** −0.565 (0.180)*** −0.192 (0.086)** −0.535 (0.173)*** −0.206 (0.086)** 
  White (Ref: Nonwhite)     −0.441 (0.232)* −0.070 (0.117) 
  Male (Ref: Female)     −0.321 (0.160)** −0.197 (0.098)** 
 Constant 1.769 (1.108) 4.597 (0.629)*** 1.547 (1.134) 3.833 (0.615)*** 2.093 (1.124)* 4.769 (0.640)*** 
Observations, n 297 911 297 911 297 911 
Patients, n 221 652 221 652 221 652 
Adjusted R2 0.087 0.103 0.057 0.077 0.114 0.107 

The models were estimated using a weighted linear regression with clustered SEs to account for multiple observations per patient. Weights were set as the inverse of the number of the patient’s observations so that weights for each patient summed to 1 and each patient’s data contributed equally to the analysis. SEs are presented in parentheses. Ref, reference. *** P < 0.01, **P < 0.05, *P < 0.1.

aUse of advanced diabetes medications was defined as equal to 1 if the patient was treated with any monotherapy or combination of type 2 diabetes drugs beyond metformin monotherapy and defined as equal to 0 if the patient was treated with metformin monotherapy during the baseline year.

bAny diabetes complications was defined as 1 if patients the DCSI score was ≥1 (22).

cCovariates measured during follow-up were measured between the index HbA1c measurement and the subsequent measured used to calculate change in HbA1c levels and could vary within patients with multiple change in HbA1c estimates. For example, a patient may be adherent at the first change in HbA1c reading but may be classified as poorly adherent at a later change in HbA1c reading.

dAddition of another type 2 diabetes drugs after initiation was defined as 1 if additional drug classes were added after initiation of the index drug.

eAdherence to index drug was defined as the percentage of days covered by GLP-1 RA or DPP-4 ≥80%.

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