ingest cdrApp 2017-07-05T13:38:42.662Z 6199b314-8db5-4858-a8bc-230e3564ac08 modifyDatastreamByValue RELS-EXT fedoraAdmin 2017-07-05T14:00:56.500Z Setting exclusive relation modifyDatastreamByValue RELS-EXT fedoraAdmin 2017-07-05T14:01:04.801Z Setting exclusive relation addDatastream MD_TECHNICAL fedoraAdmin 2017-07-05T14:01:05.448Z Adding technical metadata derived by FITS modifyDatastreamByValue RELS-EXT fedoraAdmin 2017-07-05T14:01:06.191Z Setting exclusive relation addDatastream MD_FULL_TEXT fedoraAdmin 2017-07-05T14:01:15.677Z Adding full text metadata extracted by Apache Tika modifyDatastreamByValue RELS-EXT fedoraAdmin 2017-07-05T14:01:31.988Z Setting exclusive relation modifyDatastreamByValue RELS-EXT cdrApp 2017-07-05T15:50:46.404Z Setting exclusive relation modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-01-25T12:38:06.713Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-01-27T12:41:38.516Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-03-14T09:48:24.282Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-05-17T21:24:14.122Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-07-11T08:17:54.695Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-07-18T04:27:07.446Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-08-16T17:34:16.460Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-09-27T13:18:37.601Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2018-10-12T04:33:32.712Z modifyDatastreamByValue MD_DESCRIPTIVE cdrApp 2019-03-21T14:15:55.725Z Xiaojuan Li Author Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. Spring 2017 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. Spring 2017 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. Spring 2017 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017-05 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 University of North Carolina at Chapel Hill Degree granting institution Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference; Comparative safety; Dynamic treatment regimes; Hemodialysis patients; Intravenous iron eng Doctor of Philosophy Dissertation Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 University of North Carolina at Chapel Hill Degree granting institution Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference, Comparative safety, Dynamic treatment regimes, Hemodialysis patients, Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution Epidemiology M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 Xiaojuan Li Creator Department of Epidemiology Gillings School of Global Public Health Comparative Effectiveness of Intravenous Iron Treatment Protocols in Hemodialysis Patients: Causal Inference with Dynamic Treatment Regimes Decisions regarding intravenous iron treatment follow dosing protocols for anemia management of hemodialysis patients. These protocols are a type of dynamic treatment regimes, consisted of a set of decision rules with iron status values - transferrin saturation and ferritin - and corresponding iron dosing patterns. Multiple protocols exist in clinical practice, but their comparative safety is unknown. Using clinical data from a large US dialysis provider linked to healthcare utilization data from United States Renal Data System (2004-2012), our objectives were to (1) develop an approach to identify intravenous iron dosing protocols that were commonly used, and (2) evaluate the comparative safety of continuous exposure to commonly used protocols. The identification approach classified intravenous iron dosing protocols at measurements of iron status tests, where decisions regarding iron treatment occur in clinical practice. Using current test levels and iron treatment experience in a two-week assessment window, candidate protocols were assigned to a patient if they were consistent with treatment experience in the assessment window. Among 43,166 patients who initiated hemodialysis in 2004-2012, 79.1% of them were matched with candidate protocols. The prevalence of protocol matches increased from 75.0% in 2004 to 90.7% in 2012. Higher prevalence of knowingly implemented protocols confirmed the performance of this identification approach. In the comparative safety analyses, we estimated the effect of continuous exposure to the five most commonly initiated protocols in 2009-2012 on risks of mortality and infection-related events. Two less commonly initiated protocols were more aggressive, recommending a large amount of iron at higher iron status levels; their initiators were sicker at baseline. Compared with one commonly initiated and less intensive protocol, these two protocols were at elevated mortality risk (120-day risk differences (95% confidence interval): 1.5% (0.1, 3.1%), 3.1% (1.0, 5.6%)). The magnitude of elevated risk increased with the aggressiveness of the protocols. We observed similar trends in elevated risks for infection-related events among more aggressive protocols. Protocols that recommend less intensive use of iron at high levels of iron status tests may lower risks of mortality and infection-related events, but further exploration is needed to address potential residual confounding and selection bias. 2017 Epidemiology Causal inference; Comparative safety; Dynamic treatment regimes; Hemodialysis patients; Intravenous iron eng Doctor of Philosophy Dissertation University of North Carolina at Chapel Hill Graduate School Degree granting institution M. Alan Brookhart Thesis advisor Stephen Cole Thesis advisor Abhijit Kshirsagar Thesis advisor Til Stürmer Thesis advisor Jason Fine Thesis advisor text 2017-05 Li_unc_0153D_16759.pdf uuid:7caf09e8-05f5-4db0-8b68-1492c65d3079 2017-03-28T22:31:56Z 2019-07-05T00:00:00 proquest application/pdf 4112158 yes