scholarly journals Multiple-Imputation-Based Residuals and Diagnostic Plots for Joint Models of Longitudinal and Survival Outcomes

Biometrics ◽  
2009 ◽  
Vol 66 (1) ◽  
pp. 20-29 ◽  
Author(s):  
Dimitris Rizopoulos ◽  
Geert Verbeke ◽  
Geert Molenberghs
2019 ◽  
Vol 16 (4) ◽  
pp. 288-296
Author(s):  
Prosanta Mondal ◽  
Hyun J. Lim ◽  
OHTN Cohort Study Team

Background: The HIV epidemic is increasing among Men who have Sex with Men (MSM) and the risk for AIDS defining cancer (ADC) is higher among them. Objective: To examine the effect of MSM and CD4+ count on time to cancer AIDS (ADC) and noncancer AIDS in competing risks setting in the HAART era. Method: Using Ontario HIV Treatment Network Cohort Study data, HIV-positive adults diagnosed between January 1997 and October 2012 having baseline CD4+ counts ≤ 500 cells/mm3 were evaluated. Two survival outcomes, cancer AIDS and non-cancer AIDS, were treated as competing risks. Kaplan-Meier analysis, Cox cause-specific hazards (CSH) model and joint modeling of longitudinal and survival outcomes were used. Results: Among the 822 participants, 657 (79.9%) were males; 686 (83.5%) received anti-retroviral (ARV) ever. Regarding risk category, the majority (58.5%) were men who have Sex with men (MSM). Mean age was 37.4 years (SD = 10.3). In the multivariate Cox CSH models, MSM were not associated with cancer AIDS but with non-cancer AIDS [HR = 2.92; P = 0.055, HR = 0.54; P = 0.0009, respectively]. However, in joint models of longitudinal and survival outcomes, MSM were associated with cancer AIDS but not with non-cancer AIDS [HR = 3.86; P = 0.013, HR = 0.73; P = 0.10]. CD4+ count, age, ARV ever were associated with both events in the joint models. Conclusion: This study demonstrates the importance of considering competing risks, and timedependent biomarker in the survival model. MSM have higher hazard for cancer AIDS. CD4+ count is associated with both survival outcomes.


Biometrics ◽  
2014 ◽  
Vol 71 (1) ◽  
pp. 178-187 ◽  
Author(s):  
Zangdong He ◽  
Wanzhu Tu ◽  
Sijian Wang ◽  
Haoda Fu ◽  
Zhangsheng Yu

2016 ◽  
Vol 77 (S 01) ◽  
Author(s):  
Yusuf Dundar ◽  
Richard Cannon ◽  
Marcus Monroe ◽  
Luke Buckman ◽  
Jason Hunt

Endoscopy ◽  
2005 ◽  
Vol 37 (05) ◽  
Author(s):  
A Qasim ◽  
B Zaman ◽  
B Blake ◽  
T Tajuddin ◽  
J Geoghegan ◽  
...  

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