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Biostatistics Core Members Joyce Chang Kirsha Gordon Joseph Goulet

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Presentation on theme: "Biostatistics Core Members Joyce Chang Kirsha Gordon Joseph Goulet"— Presentation transcript:

1 Biostatistics Core Members Joyce Chang Kirsha Gordon Joseph Goulet
Kathleen McGinnis Lesley Park Christopher Rentsch Kaku So-Armah Janet Tate, ScD Director

2 Summary of Activities In support of all VACS projects
Multiple imputation for missing data Propensity score models Time-updated and competing risk survival models Group-based trajectories Longitudinal Analysis Special Interest Group Established mid-2015 Meets monthly via web-conference for a methods lesson and to review ongoing analyses and project design All biostatistics core members Clinicians interested in these methods Statistical collaborators at Brown, Vanderbilt and Yale Universities

3 Janet Tate Christopher Rentsch ABC Workgroup
Neurologic Adverse Events With Gabapentin: the Impact of Alcohol-Related Diagnoses, HIV, and HCV Janet Tate Christopher Rentsch ABC Workgroup 177896 VACS Conference December 2016

4 Confounding by indication!
Gabapentin Used for Neuropathic pain (diabetes) Seizure disorder Treatment of unhealthy alcohol use Adverse neurologic effects Dizziness Sedation Seizures Confounding by indication!

5 Aim To compare outcomes between gabapentin exposed patients and
propensity score matched unexposed patients Subgroups at increased risk? Alcohol-related diagnoses (ARD) HIV HCV Need to explain somewhere that we could measure dizziness or sedation directly so looked at altered mental status and falls fractures as a proxy

6 Study sample Visit to VA clinic likely to prescribe gabapentin Index date Exposed: date of first gabapentin Unexposed random visit date Exposed Unexposed Eligible n=34,677 n=833,678 Gabapentin exposure before 2002 7,965 (23) - Outcome in year prior to index date 2,689 (8) 34,965 (4) Proceed to propensity score 24,741 (71) 660,636 (79)

7 Proxies for dizziness and sedation
Outcomes by ICD-9 code Proxies for dizziness and sedation Altered mental status Delirium (291, 291.1, , 293, 293.1, ), Confusion (298.2) Altered mental status (780.97) Falls or fractures Falls (E codes 882, 883, 884.9, 885.9, 888, 888.9) Fractures Hip: (820.0X, 820.1X, 820.2X, 820.3X, 820.8, 820.9) Vertebral: (805.2, 805.3, 805.4, 805.5, 805.6, 805.7) Upper arm: (812.0X, 812.1X, 812.2X, 812.3X, 812.4X, 812.5X) Seizures Epilepsy (345.xx) and other convulsions (780.3x)

8 Subgroups HIV HCV ARD Never, lifetime, current (past year)
Positive antibody, detectable HCV RNA, ICD-9 code ARD 291.X; 303.X; ; 357.5; 425.5; 535.3X; ; ; 980.0/.8/.9; E860.0/.1/.8/.9; V11.3 Never, lifetime, current (past year)

9 Outcomes models Poisson regression to estimate incidence rates and exposure rate ratios for each adverse neurologic event Follow-up ends 2 years from index date Adverse event date Last follow-up date Exposed: 90 days after end of last fill

10 Propensity score model
Demographics Year of index visit Site prescribing pattern Inpatient and outpatient utilization 12 labs 48 comorbidities 14 pain diagnoses 5 classes of medications + interactions C-statistic = 0.82 1:5 match

11 Patient flow Visits Exposed Unexposed Eligible n=34,677 n=833,678
Exclusions Gabapentin exposure before 2002 7,965 (23) - Outcome in year prior to index date 2,689 (8) 34,965 (4) Proceed to propensity score 24,741 (71) 660,636 (79)

12 Distribution of propensity scores

13 1:5 propensity score matched patients
Exposed Unexposed Characteristic n=14,044 n=14,044* Age 20-44 18.0 18.5 45-54 17.1 17.8 55-59 21.6 21.5 60+ 43.2 42.2 Race Black 47.2 47.5 White 39.9 39.4 Hispanic 8.9 Other 4.0 4.1 Sex Male 96.9 97.4 Any hospitalization 21.7 21.3 unexposed matches were weighted according to number of matches; 62% of exposed were matched to 5 unexposed, 9% to 4, 10% to 3, 10% to 2, and 9% to 1 * Weighted according to number of matches

14 Characteristics of matched patients
HIV/HCV infection Uninfected 60.3 58.5 HCV mono-infected 8.4 8.6 HIV mono-infected 3.7 24.7 HIV/HCV dual-infected 7.7 8.2 ARD Never 61.3 59.7 Lifetime 17.6 17.7 Current 21.1 22.6 Conditions Seizure 3.6 4.5 Diabetes 23.5 23.3 Neuropathic pain 16.9 16.6 Any chronic pain 93.6 93.9 Other prescription Opioid 21.3 22.0 Antidepressant 6.3 5.7 NSAID 40.1 40.9 Muscle relaxant 6.8 7.0 Anticonvulsant 1.8

15 Altered mental status Incidence rates per 100 PY Exposed Unexposed
Events IR Total IR 89 1.32 609 0.74 HIV/HCV infection Uninfected 45 1.12 284 0.57 HCV only 17 2.94 69 1.10 HIV only 21 1.31 174 0.87 HIV/HCV co-infected 6 82 1.39 ARD Never 35 0.85 265 0.51 Lifetime 14 1.18 113 0.80 Current 40 2.73 231 1.45

16 Fall or fracture Exposed Unexposed Events IR Total IR 119 1.76 933
Events IR Total IR 119 1.76 933 1.14 HIV/HCV infection Uninfected 62 1.54 519 1.04 HCV only 8 1.38 87 1.40 HIV only 36 2.25 219 1.10 HIV/HCV co-infected 13 2.43 108 1.84 ARD Never 68 1.66 496 0.96 Lifetime 12 1.02 170 1.20 Current 39 2.67 267 1.69

17 Seizure Exposed Unexposed Events IR Total IR 110 1.63 835 1.02
Events IR Total IR 110 1.63 835 1.02 HIV/HCV infection Uninfected 55 1.37 465 0.93 HCV only 11 1.90 87 1.40 HIV only 36 2.25 198 0.99 HIV/HCV co-infected 8 1.49 85 1.44 ARD Never 53 1.29 416 0.80 Lifetime 20 1.70 158 1.12 Current 37 2.53 261 1.65

18 Combined outcome Exposed Unexposed Events IR Total 304 4.55 2141 2.65
Events IR Total 304 4.55 2141 2.65 HIV/HCV infection Uninfected 157 3.93 1157 2.35 HCV only 34 5.94 222 3.64 HIV only 87 5.48 520 2.64 HIV/HCV co-infected 26 4.90 242 4.20 ARD Never 150 3.68 1079 2.10 Lifetime 45 3.85 404 2.90 Current 109 7.57 658 4.26

19 Altered mental status Relative risks exposed vs not

20 Fall or fracture

21 Seizure

22 Combined outcome

23 Conclusions Higher risk of neurologic adverse events among gabapentin exposed individuals vs PS matched non-users Differs based on the presence of an alcohol-related diagnosis, HIV and HCV infection HIV infection associated with increased rates of falls or fractures, and seizures Prescribers should consider these risks when prescribing gabapentin for unhealthy alcohol use

24 Next steps Dose Association of gabapentin exposure with
CD4, HIV-1 RNA, and VACS Index Alcohol consumption

25 Questions? Primary Funding Other Funding NIAAA: R01 AA023733
National Institutes of Health: AHRQ (R01-HS018372), NIAAA (U24-AA020794, U01-AA020790, U01-AA020795, U01-AA020799, U24-AA022001, U24 AA022007, U10 AA completed), NHLBI (R01-HL125032, R01-HL completed, R01-HL completed) , NIAID (U01-A ), NIMH (P30-MH062294), NIDA (R01DA035616), NCI (R01 CA173754) This is a Jan slide from IWHOD Update where applicable. On the RSA poster, we listed: RO1 AA023733; U24 AA020794; U01 AA020790


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