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Development and Validation of a Prognostic Nomogram for HIV/AIDS Patients Who Underwent Antiretroviral Therapy: Data from a China Population-Based Cohort
33 Pages Posted: 29 Aug 2019
More...Abstract
Background: Accurate forecast of the death risk is crucial to the administration of people living with HIV/AIDS (PLHIV). We aimed to establish and validate an effective prognosis nomogram in PLHIV receiving antiretroviral therapy (ART).
Methods: All the data were obtained from 2006 to 2018 in the Wenzhou area from China AIDS prevention and control information system. Factors included in the nomogram were determined by univariate and multiple Cox proportional hazard analysis based on the training set. The receiver operating characteristic (ROC) and calibration curves were used to assess its predictive accuracy and discriminative ability. Its clinical utility was also evaluated using decision curve analysis (DCA), X-tile analysis and Kaplan-Meier curve, respectively in an independent validation set.
Findings: Independent prognostic factors including hemoglobin, viral load and CD4+ T-cell count were determined and contained in the nomogram. Good agreement between the prediction by nomogram and actual observation could be detected in the calibration curve for mortality, especially in the first year. In the training cohort, AUC (95% CI) and C-index (95% CI) were 0.93 (0.90, 0.96) and 0.90 (0.85, 0.96), respectively. In the validation set, the nomogram still revealed excellent discriminations [AUC (95% CI): 0.95 (0.91, 1.00)] and good calibration [C-index (95% CI): 0.92 (0.82-1.00)]. Moreover, DCA also demonstrated that the nomogram was clinical beneficial. Additionally, participants could be classified into three distinct (low, middle and high) risk groups by the nomogram.
Interpretation: The nomogram presents accurate and favorable prognostic prediction for PLHIV who underwent ART.
Funding: Not Applicable.
Declaration of Interest: All authors declare no potential conflicts of interest.
Ethical Approval: Participation has been approved by the ethics committees of the Wenzhou Center for Disease Control and Prevention (CDC).
Keywords: PLHIV; Nomogram; Prognosis; HIV/AIDS-related mortality; DCA
Suggested Citation: Suggested Citation