| Literature DB >> 35385086 |
Jenny W Sun1, Jessica G Young1, Aaron L Sarvet1, L Charles Bailey2, William J Heerman3, David M Janicke4, Pi-I Debby Lin1, Sengwee Toh1, Jason P Block1.
Abstract
Importance: Anticonvulsant mood stabilizer treatment is associated with an increased risk of weight gain, but little is known about the risk of developing type 2 diabetes (T2D). Objective: To evaluate the comparative safety of anticonvulsant mood stabilizers on risk of T2D in adults and children by emulating a target trial. Design, Setting, and Participants: This observational cohort study used data from IBM MarketScan (2010-2019), with a 5-year follow-up period. The nationwide sample of US commercially insured patients included children (aged 10-19 years) and adults (aged 20-65 years) who initiated anticonvulsant mood stabilizer treatment. Data were analyzed from August 2020 to May 2021. Exposures: Initiation and continuation of carbamazepine, lamotrigine, oxcarbazepine, or valproate. Main Outcomes and Measures: Onset of T2D during follow-up. Weighted pooled logistic regression was used to estimate the association of initiation and continuation of carbamazepine, lamotrigine, oxcarbazepine, or valproate with the risk of developing T2D. Inverse probability weights were used to control for confounding and loss to follow-up by measured baseline and time-varying covariates.Entities:
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Year: 2022 PMID: 35385086 PMCID: PMC8987905 DOI: 10.1001/jamanetworkopen.2022.6484
Source DB: PubMed Journal: JAMA Netw Open ISSN: 2574-3805
Overview of Target Trials and Emulation
| Protocol component | Target trial specification | Implementation of emulation |
|---|---|---|
Eligibility criteria | Inclusion: Age 20-65 y for adult trial Age 10-19 y for pediatric trial Continuous enrollment in a health plan for at least 1 y Exclusion: No anticonvulsant medication use during the prior year No diagnosis of diabetes (type 1, type 2, secondary or gestational diabetes) or antidiabetic medication use (oral hypoglycemics or insulin) during the prior year No evidence of pregnancy or bariatric surgery during the prior year | Inclusion: At least 1 year of continuous enrollment in medical and pharmacy claims Exclusion: Diabetes, pregnancy, and bariatric surgery defined using diagnosis and procedure codes |
Baseline | Randomization would occur once all eligibility criteria are met | Treatment comparison would start on the date of treatment initiation once all eligibility criteria are met; anticonvulsant use defined using dispensing data |
Treatment strategies | Patients would be randomized to initiate 1 of 4 treatment strategies: carbamazepine lamotrigine oxcarbazepine valproate Treatment adherence defined as daily adherence to assigned treatment | Date of medication initiation was the date of the first prescription filled Treatment adherence assessed using treatment diary, allowing a 100% grace period |
Treatment assignment | Randomly assigned to a treatment strategy at baseline | Treatment not assigned randomly, and therefore requires confounding adjustment |
Outcome | Type 2 diabetes | Same as target trial Defined using a computable phenotype of type 2 diabetes |
Follow-up period | Follow patients for 5 years or until the onset of type 2 diabetes or trial disenrollment | Follow patients for 5 years or until the onset of type 2 diabetes, end of continuous enrollment in the medical and pharmacy claims, or the end of available data |
Contrast of interest | Intention-to-treat effect Per-protocol effect | Observational analog |
Unless otherwise stated, all specifications were the same for the pediatric and adult target trials.
Baseline Characteristics of Adults Aged 20 Years and Older With Anticonvulsant Mood Stabilizer Treatment in MarketScan, 2010-2019
| Characteristic | Patients, No. (%) | |||||||
|---|---|---|---|---|---|---|---|---|
| Unadjusted | Weighted by inverse probability of treatment | |||||||
| Carbamazepine (n = 26 641) | Lamotrigine (n = 132 739) | Oxcarbazepine (n = 24 226) | Valproate (n = 90 600) | Carbamazepine (n = 26 805) | Lamotrigine (n = 130 670) | Oxcarbazepine (n = 24 712) | Valproate (n = 89 831) | |
| Demographics | ||||||||
| Age, mean (SD), y | 45.5 (12.5) | 38.0 (12.8) | 39.5 (13.4) | 41.0 (13.3) | 39.5 (13.1) | 38.0 (12.8) | 39.8 (13.5) | 39.8 (13.1) |
| Female | 16 069 (60.3) | 87 039 (65.6) | 14 418 (59.5) | 41 902 (46.2) | 15 123 (56.4) | 75 729 (58.0) | 14 417 (58.3) | 51 569 (57.4) |
| Male | 10 572 (39.7) | 45 700 (34.4) | 9808 (40.5) | 48 698 (53.8) | 11 682 (43.6) | 54 941 (42.0) | 10 295 (41.7) | 38 262 (42.6) |
| Combined comorbidity index, mean (SD) | 0.5 (1.2) | 1.0 (1.0) | 0.9 (1.2) | 0.9 (1.3) | 1.0 (1.3) | 1.0 (1.0) | 0.9 (1.2) | 0.9 (1.2) |
| Medical diagnoses | ||||||||
| Bipolar disorder | 3669 (13.8) | 51 393 (38.7) | 8445 (34.9) | 32 447 (35.8) | 10 829 (40.4) | 48 095 (36.8) | 8973 (36.3) | 33 303 (37.1) |
| Epilepsy or convulsions | 2156 (8.1) | 5715 (4.3) | 1680 (6.9) | 9458 (10.4) | 2329 (8.7) | 9649 (7.4) | 1763 (7.1) | 6393 (7.1) |
| Migraine or headache | 6917 (26.0) | 19 657 (14.8) | 4298 (17.7) | 25 769 (28.4) | 6083 (22.7) | 26 740 (20.5) | 5205 (21.1) | 18 972 (21.1) |
| Neuropathic pain | 10 876 (40.8) | 13 913 (10.5) | 4913 (20.3) | 10 156 (11.2) | 3596 (13.4) | 18 084 (13.8) | 3819 (15.5) | 12 792 (14.2) |
| Obesity or overweight | 2931 (11.0) | 15 097 (11.4) | 2971 (12.3) | 8258 (9.1) | 2923 (10.9) | 14 290 (10.9) | 2660 (10.8) | 9816 (10.9) |
| Weight management | 313 (1.2) | 2142 (1.6) | 335 (1.4) | 861 (1.0) | 341 (1.3) | 1767 (1.4) | 325 (1.3) | 1176 (1.3) |
| Prediabetes | 1251 (4.7) | 5096 (3.8) | 1031 (4.3) | 3556 (3.9) | 1209 (4.5) | 5284 (4.0) | 993 (4.0) | 3648 (4.1) |
| Anxiety | 5868 (22.0) | 61 497 (46.3) | 9560 (39.5) | 27 069 (29.9) | 10 898 (40.7) | 51 181 (39.2) | 9602 (38.9) | 35 189 (39.2) |
| Depression | 6416 (24.1) | 77 693 (58.5) | 11 144 (46) | 33 280 (36.7) | 13 280 (49.5) | 63 468 (48.6) | 11 824 (47.8) | 43 411 (48.3) |
| Psychotic disorders | 915 (3.4) | 5403 (4.1) | 1745 (7.2) | 9770 (10.8) | 2274 (8.5) | 8904 (6.8) | 1712 (6.9) | 6077 (6.8) |
| Medications | ||||||||
| Lithium | 630 (2.4) | 6706 (5.1) | 1047 (4.3) | 4048 (4.5) | 1689 (6.3) | 6605 (5.1) | 1206 (4.9) | 4614 (5.1) |
| Antipsychotics | 3121 (11.7) | 35 639 (26.8) | 6671 (27.5) | 26 468 (29.2) | 8547 (31.9) | 35 833 (27.4) | 6727 (27.2) | 24 655 (27.4) |
| Antidepressants | 8318 (31.2) | 80 521 (60.7) | 12 359 (51.0) | 39 202 (43.3) | 14 684 (54.8) | 68 947 (52.8) | 12 817 (51.9) | 47 217 (52.6) |
| Stimulants | 2152 (8.1) | 24 058 (18.1) | 3886 (16.0) | 10 111 (11.2) | 4453 (16.6) | 19 876 (15.2) | 3715 (15.0) | 13 722 (15.3) |
| Oral corticosteroids | 7161 (26.9) | 24 830 (18.7) | 5465 (22.6) | 18 346 (20.2) | 5664 (21.1) | 26 295 (20.1) | 5047 (20.4) | 18 370 (20.4) |
| Health care utilization | ||||||||
| Outpatient visits, median (IQR), No. | 9 (5-18) | 12 (6-23) | 11 (6-21) | 10 (5-19) | 12 (6-23) | 12 (6-22) | 11 (6-21) | 11 (5-21) |
| MH outpatient visits, median (IQR), No. | 0 (0-2) | 4 (1-10) | 3 (0-8) | 2 (0-6) | 3 (0-9) | 3 (1-9) | 3 (0-8) | 3 (0-8) |
| Distinct generic drugs, median (IQR), No. | 7 (3-11) | 7 (4-11) | 7 (4-12) | 7 (4-12) | 8 (4-12) | 7 (4-12) | 7 (4-11) | 7 (4-11) |
| Any hospitalization | 4099 (15.4) | 17 392 (13.1) | 5302 (21.9) | 20 799 (22.9) | 6178 (23) | 23 780 (18.2) | 4357 (17.6) | 16 436 (18.3) |
| Any MH hospitalization | 2456 (9.2) | 11 835 (8.9) | 3834 (15.8) | 13 949 (15.4) | 4299 (16) | 16 171 (12.4) | 2934 (11.9) | 11 137 (12.4) |
Abbreviation: MH, mental health.
Baseline Characteristics of Children Aged 10 to 19 Years With Anticonvulsant Mood Stabilizer Treatment in MarketScan, 2010-2019
| Characteristic | Patients, No. (%) | |||||||
|---|---|---|---|---|---|---|---|---|
| Unadjusted | Weighted by Inverse Probability of Treatment | |||||||
| Carbamazepine (n = 2532) | Lamotrigine (n = 36 394) | Oxcarbazepine (n = 12 434) | Valproate (n = 22 645) | Carbamazepine (n = 2548) | Lamotrigine (n = 36 136) | Oxcarbazepine (n = 12 495) | Valproate (n = 21 922) | |
| Demographics | ||||||||
| Age, mean (SD), y | 15.6 (2.7) | 16.0 (2.4) | 14.7 (2.7) | 15.5 (2.7) | 15.7 (2.7) | 15.6 (2.6) | 15.6 (2.6) | 15.6 (2.6) |
| Female | 1193 (47.1) | 24 273 (66.7) | 6023 (48.4) | 7183 (31.7) | 1320 (51.8) | 18 975 (52.5) | 6627 (53.0) | 11 058 (50.4) |
| Male | 1339 (52.9) | 12 121 (33.3) | 6411 (51.6) | 15 462 (68.3) | 1228 (48.2) | 17 161 (47.5) | 5868 (47.0) | 10 864 (49.6) |
| Pediatric comorbidity index, mean (SD) | 6.0 (4.3) | 6.5 (3.8) | 6.2 (3.9) | 5.8 (4.1) | 6.4 (4.2) | 6.3 (4.0) | 6.3 (4.0) | 6.3 (4.0) |
| Medical diagnoses | ||||||||
| Bipolar disorder | 968 (38.2) | 14 723 (40.5) | 4556 (36.6) | 8840 (39.0) | 1073 (42.1) | 14 461 (40.0) | 5110 (40.9) | 8960 (40.9) |
| Epilepsy or convulsions | 344 (13.6) | 2204 (6.1) | 1862 (15.0) | 3627 (16.0) | 277 (10.9) | 3838 (10.6) | 1310 (10.5) | 2514 (11.5) |
| Migraine or headache | 415 (16.4) | 4679 (12.9) | 1403 (11.3) | 4835 (21.4) | 378 (14.8) | 5535 (15.3) | 1904 (15.2) | 3539 (16.1) |
| Neuropathic pain | 176 (7.0) | 1155 (3.2) | 279 (2.2) | 569 (2.5) | 79 (3.1) | 1070 (3.0) | 388 (3.1) | 644 (2.9) |
| Obesity or overweight | 161 (6.4) | 2649 (7.3) | 862 (6.9) | 1117 (4.9) | 160 (6.3) | 2377 (6.6) | 834 (6.7) | 1387 (6.3) |
| Weight management | 62 (2.4) | 1488 (4.1) | 498 (4.0) | 669 (3.0) | 85 (3.3) | 1318 (3.6) | 454 (3.6) | 745 (3.4) |
| Prediabetes | 22 (0.9) | 315 (0.9) | 92 (0.7) | 175 (0.8) | 22 (0.9) | 300 (0.8) | 95 (0.8) | 188 (0.9) |
| Anxiety | 714 (28.2) | 17 075 (46.9) | 4235 (34.1) | 5976 (26.4) | 969 (38.0) | 13 810 (38.2) | 4846 (38.8) | 8048 (36.7) |
| Depression | 975 (38.5) | 22 100 (60.7) | 5477 (44.0) | 8632 (18.7) | 1289 (50.6) | 18 137 (50.2) | 6352 (50.8) | 10 715 (48.9) |
| Psychotic disorders | 257 (10.2) | 2694 (7.4) | 1092 (8.8) | 2755 (12.2) | 241 (9.4) | 3347 (9.3) | 1169 (9.4) | 2078 (9.5) |
| Medications | ||||||||
| Lithium | 117 (4.6) | 1519 (4.2) | 332 (2.7) | 847 (3.7) | 114 (4.5) | 1460 (4.0) | 493 (3.9) | 954 (4.4) |
| Antipsychotics | 913 (36.1) | 12 898 (35.4) | 4527 (36.4) | 9089 (40.1) | 998 (39.1) | 13 727 (38.0) | 4818 (38.6) | 8435 (38.5) |
| Antidepressants | 1001 (39.5) | 21 777 (59.8) | 5760 (46.3) | 8272 (36.5) | 1297 (50.9) | 18 251 (50.5) | 6360 (50.9) | 10 819 (49.4) |
| Stimulants | 807 (31.9) | 11 306 (31.1) | 4793 (38.5) | 8010 (35.4) | 878 (34.4) | 12 355 (34.2) | 4306 (34.5) | 7551 (34.4) |
| Oral corticosteroids | 329 (13.0) | 4210 (11.6) | 1319 (10.6) | 2706 (11.9) | 304 (11.9) | 4170 (11.5) | 1463 (11.7) | 2545 (11.6) |
| Health care utilization | ||||||||
| Outpatient visits, median (IQR), No. | 9 (6-19) | 13 (7-26) | 11 (5-21) | 9 (5-18) | 11 (6-23) | 12 (6-23) | 12 (6-23) | 11 (5-22) |
| MH outpatient visits, median (IQR), No. | 3 (0-9) | 6 (2-17) | 4 (1-12) | 3 (0-10) | 5 (1-14) | 5 (1-14) | 5 (1-14) | 4 (1-12) |
| Distinct generic drugs, median (IQR), No | 5 (2-8) | 5 (3-8) | 4 (2-7) | 5 (3-8) | 5 (3-8) | 5 (3-8) | 5 (3-8) | 5 (3-8) |
| Any hospitalization | 799 (31.6) | 8884 (24.4) | 3682 (29.6) | 6652 (29.4) | 703 (27.6) | 9651 (26.7) | 3455 (27.7) | 6023 (27.5) |
| Any MH hospitalization | 681 (26.9) | 8074 (22.2) | 3096 (24.9) | 5528 (24.4) | 614 (24.1) | 8457 (23.4) | 3017 (24.1) | 5191 (23.7) |
Abbreviation: MH, mental health.
Figure. Weighted Survival Curves Comparing Anticonvulsant Mood Stabilizer Treatment
Adjusted survival curves were weighted by the inverse probability of treatment and the inverse probability of censoring (adjusted for baseline covariates in the intention-to-treat analysis, adjusted for baseline and time-varying covariates and standardized to the joint distribution of a subset of baseline covariates in the per-protocol analysis). Findings from the pediatric per-protocol analysis should be interpreted in the context of its few T2D events and short mean follow-up. Inset charts in Panel B show a zoomed-in version of the survival curves. Effect estimates and 95% CIs are highlighted in Table 3.
Adjusted Risk Differences Comparing the Incidence of T2D Across Mood Stabilizer Treatment
| Treatment group | Adjusted risk difference, % (95% CI) | |
|---|---|---|
| 2-y | 5-y | |
| Adult trial | ||
| Intention-to-treat | ||
| Carbamazepine | 0.21 (−0.14 to 0.61) | 0.49 (−0.57 to 1.51) |
| Lamotrigine | 1 [Reference] | 1 [Reference] |
| Oxcarbazepine | 0.28 (−0.03 to 0.59) | 0.27 (−0.47 to 0.96) |
| Valproate | 0.43 (0.24 to 0.67) | 1.17 (0.66 to 1.76) |
| Per-protocol | ||
| Carbamazepine | 0.32 (−0.41 to 1.26) | −0.90 (−3.72 to 3.30) |
| Lamotrigine | 1 [Reference] | 1 [Reference] |
| Oxcarbazepine | 0.24 (−0.47 to 0.93) | 0.51 (−1.89 to 3.72) |
| Valproate | 0.45 (0.04 to 0.91) | 1.99 (−0.64 to 5.31) |
| Pediatric trial | ||
| Intention-to-treat | ||
| Carbamazepine | 0.01 (−0.25 to 0.29) | 0.04 (−0.42 to 0.64) |
| Lamotrigine | 1 [Reference] | 1 [Reference] |
| Oxcarbazepine | −0.02 (−0.18 to 0.15) | 0.29 (−0.12 to 0.69) |
| Valproate | 0.06 (−0.10 to 0.22) | 0.18 (−0.09 to 0.49) |
| Per-protocol | ||
| Carbamazepine | 0.16 (−0.15 to 0.66) | 0.22 (−0.20 to 7.04) |
| Lamotrigine | 1 [Refeference] | 1 [Reference] |
| Oxcarbazepine | −0.01 (−0.14 to 0.17) | 0.92 (−0.14 to 3.11) |
| Valproate | 0.19 (−0.06 to 0.60) | 3.06 (0.16 to 9.29) |
Adjusted risk differences were weighted by the inverse probability of treatment and the inverse probability of censoring (adjusted for baseline covariates in the intention-to-treat analysis, adjusted for baseline and time-varying covariates in the per-protocol analysis).