An observational study in Obesity & Overweight, Diabetes Mellitus Type 2 and Neoplasms, sponsored by Chung Shan Medical University. Completed at 1 site in Taiwan. Open to participants aged 18 Years and older. Per ClinicalTrials.gov, last updated 2026-08-17.
Sponsored by Chung Shan Medical University · Observational
This study will examine whether the type of diabetes treatment used before cancer diagnosis is associated with survival and serious complications after obesity-associated cancer in adults with obesity and type 2 diabetes. The study focuses on glucagon-like peptide-1 receptor agonists (GLP-1 RA) and compares them with other commonly used glucose-lowering therapies, including SGLT2 inhibitors, DPP-4 inhibitors, sulfonylureas, metformin, and usual care. Using de-identified electronic health record data from the TriNetX US Collaborative Network, the study will assess whether patients who used GLP-1 RA before cancer diagnosis have different risks of death, hospitalization, sepsis, and other major outcomes after cancer diagnosis. This is an observational study designed to evaluate associations in routine clinical care and not to prove a treatment effect.
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Adults will be selected from the TriNetX US Collaborative Network, a distributed database of de-identified electronic health records contributed by participating healthcare organizations across multiple clinical systems and practice settings. The study population consists of adults with obesity and type 2 diabetes who received routine clinical care in this network and were identified through diagnosis records, body mass index data, and medication prescribing data. The overall study population was classified into two mutually exclusive cohorts according to pre-diagnosis GLP-1 receptor agonist use: participants with pre-diagnosis GLP-1 receptor agonist use and participants without pre-diagnosis GLP-1 receptor agonist use. Comparator-specific propensity score-matched cohorts for GLP-1 RA versus SGLT2 inhibitors, DPP-4 inhibitors, sulfonylureas, metformin, and usual care were defined within this source population for prespecified pairwise outcome analyses.
Exclusion Criteria:
Adults with obesity and type 2 diabetes who developed an obesity-associated cancer after initiating a GLP-1 receptor agonist before cancer diagnosis. This cohort served as the GLP-1 RA exposure cohort in the overall study population and represents the unique participants with pre-diagnosis GLP-1 receptor agonist use.
Adults with obesity and type 2 diabetes who developed an obesity-associated cancer and had no GLP-1 receptor agonist prescriptions before cancer diagnosis. This cohort served as the non-GLP-1 RA comparator cohort in the overall study population. Participants could receive routine clinical care, including other non-GLP-1 RA glucose-lowering medications. This cohort represents the unique participants without pre-diagnosis GLP-1 receptor agonist use.
All-cause Mortality (Comparison 1)
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
All-cause Mortality (Comparison 2)
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
All-cause Mortality (Comparison 3)
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
All-cause Mortality (Comparison 4)
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
All-cause Mortality (Comparison 5)
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
Time frame: From obesity-associated cancer diagnosis through 36 months
Inpatient (Comparison 1)
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Inpatient (Comparison 2)
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Inpatient (Comparison 3)
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Inpatient (Comparison 4)
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Inpatient (Comparison 5)
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pericardial Effusion (Comparison 1)
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pericardial Effusion (Comparison 2)
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pericardial Effusion (Comparison 3)
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pericardial Effusion (Comparison 4)
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pericardial Effusion (Comparison 5)
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pulmonary Embolism (Comparison 1)
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pulmonary Embolism (Comparison 2)
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pulmonary Embolism (Comparison 3)
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pulmonary Embolism (Comparison 4)
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Pulmonary Embolism (Comparison 5)
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
Time frame: From obesity-associated cancer diagnosis through 36 months
Sepsis (Comparison 1)
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Sepsis (Comparison 2)
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Sepsis (Comparison 3)
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Sepsis (Comparison 4)
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
Time frame: From obesity-associated cancer diagnosis through 36 months
Sepsis (Comparison 5)
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
Time frame: From obesity-associated cancer diagnosis through 36 months
Participants were retrospectively identified from the TriNetX US Collaborative Network using de-identified electronic health records. Eligible adults with obesity and type 2 diabetes who initiated glucose-lowering therapy between January 1, 2018 and October 31, 2025 and subsequently developed an obesity-associated cancer were included based on prespecified eligibility criteria.
| Milestone | GLP-1 RA | Usual Care Without GLP-1 RA |
|---|---|---|
| Started | 27208 | 176216 |
| Matched into comparison 1 (glp-1 ra without sglt2i vs sglt2i) | 12193 | 12193 |
| Matched into comparison 2 (glp-1 ra without dpp-4i vs dpp-4i) | 11154 | 11154 |
| Matched into comparison 3 (glp-1 ra without sulfonylureas vs sulfonylureas) | 14072 | 14072 |
| Matched into comparison 4 (glp-1 ra without metformin vs metformin) | 9819 | 9819 |
| Matched into comparison 5 (glp-1 ra vs usual care) | 26433 | 26433 |
| Completed | 27208 | 176216 |
| Not completed | 0 | 0 |
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) |
|---|---|---|
| All-cause Mortality (Comparison 1) | 876 | 1233 |
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) |
|---|---|---|
| Inpatient (Comparison 1) | 874 | 952 |
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) |
|---|---|---|
| Inpatient (Comparison 2) | 784 | 1077 |
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
| participants with event | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) |
|---|---|---|
| Inpatient (Comparison 3) | 994 | 1477 |
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
| participants with event | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) |
|---|---|---|
| Inpatient (Comparison 4) | 622 | 865 |
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) |
|---|---|---|
| All-cause Mortality (Comparison 2) | 815 | 1364 |
Inpatient within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
| participants with event | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) |
|---|---|---|
| Inpatient (Comparison 5) | 1896 | 2522 |
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) |
|---|---|---|
| Pericardial Effusion (Comparison 1) | 107 | 128 |
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) |
|---|---|---|
| Pericardial Effusion (Comparison 2) | 105 | 133 |
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
| participants with event | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) |
|---|---|---|
| Pericardial Effusion (Comparison 3) | 113 | 161 |
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
| participants with event | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) |
|---|---|---|
| All-cause Mortality (Comparison 3) | 883 | 1736 |
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
| participants with event | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) |
|---|---|---|
| Pericardial Effusion (Comparison 4) | 69 | 82 |
Pericardial effusion within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
| participants with event | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) |
|---|---|---|
| Pericardial Effusion (Comparison 5) | 218 | 261 |
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) |
|---|---|---|
| Pulmonary Embolism (Comparison 1) | 192 | 217 |
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) |
|---|---|---|
| Pulmonary Embolism (Comparison 2) | 163 | 216 |
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
| participants with event | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) |
|---|---|---|
| All-cause Mortality (Comparison 4) | 631 | 871 |
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
| participants with event | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) |
|---|---|---|
| Pulmonary Embolism (Comparison 3) | 220 | 281 |
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
| participants with event | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) |
|---|---|---|
| Pulmonary Embolism (Comparison 4) | 123 | 163 |
Pulmonary embolism within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
| participants with event | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) |
|---|---|---|
| Pulmonary Embolism (Comparison 5) | 385 | 506 |
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 1, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior SGLT2 inhibitor use versus SGLT2 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) |
|---|---|---|
| Sepsis (Comparison 1) | 453 | 553 |
All-cause mortality within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
| participants with event | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) |
|---|---|---|
| All-cause Mortality (Comparison 5) | 1584 | 2660 |
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 2, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior DPP-4 inhibitor use versus DPP-4 inhibitor-treated adults.
| participants with event | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) |
|---|---|---|
| Sepsis (Comparison 2) | 414 | 590 |
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 3, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior sulfonylurea use versus sulfonylurea-treated adults.
| participants with event | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) |
|---|---|---|
| Sepsis (Comparison 3) | 506 | 743 |
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 4, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist without prior metformin use versus metformin-treated adults.
| participants with event | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) |
|---|---|---|
| Sepsis (Comparison 4) | 320 | 406 |
Sepsis within 36 months after obesity-associated cancer diagnosis in the propensity score-matched cohort for Comparison 5, comparing adults with obesity and type 2 diabetes treated with GLP-1 receptor agonist versus adults receiving usual care.
| participants with event | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) |
|---|---|---|
| Sepsis (Comparison 5) | 904 | 1213 |
Collected over From index date through 36 months of follow-up. Non-serious events are listed at a 5% frequency threshold.
| Group | Deaths | Serious | Other |
|---|---|---|---|
| GLP-1 RA Without History of SGLT2i (Comparison 1) | 876/12,060 (7.3%) | — | — |
| SGLT2i (Comparison 1) | 1,233/12,125 (10.2%) | — | — |
| GLP-1 RA Without History of DPP-4i (Comparison 2) | 815/10,922 (7.5%) | — | — |
| DPP-4i (Comparison 2) | 1,364/10,984 (12.4%) | — | — |
| GLP-1 RA Without History of Sulfonylureas (Comparison 3) | 883/13,801 (6.4%) | — | — |
| Sulfonylureas (Comparison 3) | 1,736/13,819 (12.6%) | — | — |
| GLP-1 RA Without History of Metformin (Comparison 4) | 631/9,590 (6.6%) | — | — |
| Metformin (Comparison 4) | 871/9,645 (9%) | — | — |
| GLP-1 RA (Comparison 5) | 1,584/25,910 (6.1%) | — | — |
| Usual Care (Comparison 5) | 2,660/25,920 (10.3%) | — | — |
Baseline characteristics are reported separately for each prespecified pairwise propensity score-matched comparison. For each baseline measure corresponding to a given comparison, data are provided only for the two arms included in that comparison; the remaining arms are assigned 0 participants analyzed in order to avoid counting participants more than once within a row.
| Age, Customized(Participants) | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| <65 years (Comparison 1) | 4629 | 4636 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 9265 |
| ≥65 years (Comparison 1) | 7564 | 7557 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15121 |
| <65 years (Comparison 2) | 0 | 0 | 3272 | 3284 | 0 | 0 | 0 | 0 | 0 | 0 | 6556 |
| ≥65 years (Comparison 2) | 0 | 0 | 7882 | 7870 | 0 | 0 | 0 | 0 | 0 | 0 | 15752 |
| <65 years (Comparison 3) | 0 | 0 | 0 | 0 | 5148 | 5193 | 0 | 0 | 0 | 0 | 10341 |
| ≥65 years (Comparison 3) | 0 | 0 | 0 | 0 | 8924 | 8879 | 0 | 0 | 0 | 0 | 17803 |
| <65 years (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 4132 | 4065 | 0 | 0 | 8197 |
| ≥65 years (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 5687 | 5754 | 0 | 0 | 11441 |
| <65 years (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12066 | 12085 | 24151 |
| ≥65 years (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14367 | 14348 | 28715 |
| Sex/Gender, Customized(Participants) | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Male (Comparison 1) | 3534 | 3508 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7042 |
| Female (Comparison 1) | 8651 | 8679 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 17330 |
| Unknown or Not Reported (Comparison 1) | 8 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 |
| Male (Comparison 2) | 0 | 0 | 3546 | 3534 | 0 | 0 | 0 | 0 | 0 | 0 | 7080 |
| Female (Comparison 2) | 0 | 0 | 7605 | 7615 | 0 | 0 | 0 | 0 | 0 | 0 | 15220 |
| Unknown or Not Reported (Comparison 2) | 0 | 0 | 3 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 8 |
| Male (Comparison 3) | 0 | 0 | 0 | 0 | 4205 | 4239 | 0 | 0 | 0 | 0 | 8444 |
| Female (Comparison 3) | 0 | 0 | 0 | 0 | 9863 | 9827 | 0 | 0 | 0 | 0 | 19690 |
| Unknown or Not Reported (Comparison 3) | 0 | 0 | 0 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 10 |
| Male (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 2484 | 2481 | 0 | 0 | 4965 |
| Female (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 7327 | 7329 | 0 | 0 | 14656 |
| Unknown or Not Reported (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 9 | 0 | 0 | 17 |
| Male (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6883 | 7109 | 13992 |
| Female (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19532 | 19307 | 38839 |
| Unknown or Not Reported (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18 | 17 | 35 |
| Ethnicity (NIH/OMB)(Participants) | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Comparison 1 — Hispanic or Latino | 1007 | 1024 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2031 |
| Comparison 1 — Not Hispanic or Latino | 9245 | 9251 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 18496 |
| Comparison 1 — Unknown or Not Reported | 1941 | 1918 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3859 |
| Comparison 2 — Hispanic or Latino | 0 | 0 | 1023 | 1012 | 0 | 0 | 0 | 0 | 0 | 0 | 2035 |
| Comparison 2 — Not Hispanic or Latino | 0 | 0 | 8463 | 8434 | 0 | 0 | 0 | 0 | 0 | 0 | 16897 |
| Comparison 2 — Unknown or Not Reported | 0 | 0 | 1668 | 1708 | 0 | 0 | 0 | 0 | 0 | 0 | 3376 |
| Comparison 3 — Hispanic or Latino | 0 | 0 | 0 | 0 | 1154 | 1147 | 0 | 0 | 0 | 0 | 2301 |
| Comparison 3 — Not Hispanic or Latino | 0 | 0 | 0 | 0 | 10605 | 10638 | 0 | 0 | 0 | 0 | 21243 |
| Comparison 3 — Unknown or Not Reported | 0 | 0 | 0 | 0 | 2313 | 2287 | 0 | 0 | 0 | 0 | 4600 |
| Comparison 4 — Hispanic or Latino | 0 | 0 | 0 | 0 | 0 | 0 | 687 | 667 | 0 | 0 | 1354 |
| Comparison 4 — Not Hispanic or Latino | 0 | 0 | 0 | 0 | 0 | 0 | 7239 | 7310 | 0 | 0 | 14549 |
| Comparison 4 — Unknown or Not Reported | 0 | 0 | 0 | 0 | 0 | 0 | 1893 | 1842 | 0 | 0 | 3735 |
| Comparison 5 — Hispanic or Latino | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2294 | 2217 | 4511 |
| Comparison 5 — Not Hispanic or Latino | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 19784 | 19926 | 39710 |
| Comparison 5 — Unknown or Not Reported | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 4355 | 4290 | 8645 |
| HbA1c ≥7%(Participants) | GLP-1 RA Without History of SGLT2i (Comparison 1) | SGLT2i (Comparison 1) | GLP-1 RA Without History of DPP-4i (Comparison 2) | DPP-4i (Comparison 2) | GLP-1 RA Without History of Sulfonylureas (Comparison 3) | Sulfonylureas (Comparison 3) | GLP-1 RA Without History of Metformin (Comparison 4) | Metformin (Comparison 4) | GLP-1 RA (Comparison 5) | Usual Care (Comparison 5) | Total |
|---|---|---|---|---|---|---|---|---|---|---|---|
| HbA1c ≥7% (Comparison 1) | 7230 | 7232 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14462 |
| HbA1c ≥7% (Comparison 2) | 0 | 0 | 7048 | 6981 | 0 | 0 | 0 | 0 | 0 | 0 | 14029 |
| HbA1c ≥7% (Comparison 3) | 0 | 0 | 0 | 0 | 8709 | 8673 | 0 | 0 | 0 | 0 | 17382 |
| HbA1c ≥7% (Comparison 4) | 0 | 0 | 0 | 0 | 0 | 0 | 5300 | 5255 | 0 | 0 | 10555 |
| HbA1c ≥7% (Comparison 5) | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16877 | 17036 | 33913 |
Documents are hosted by the registry — open the source record to download them.
Plan to share: No — Individual participant data will not be shared. This retrospective observational study uses de-identified electronic health record data from the TriNetX US Collaborative Network. Access to individual-level data is restricted by data use agreements, institutional policies, and privacy protections. Researchers who meet eligibility requirements may obtain access to similar de-identified data through a TriNetX license or through participating institutions.
This study is completed, as verified in Jun 2026. You cannot join it, but the record below documents what was studied.
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Chung Shan Medical University