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Detecting Secular Trends in Clinical Treatment through Temporal Analysis.
Douglas Redd1,2, Yijun Shao2,3, Yan Cheng2,3
1Washington DC Veterans Affairs Medical Center, 50 Irving St NW, Washington, DC, 20422, USA.
Medical treatment trends reveal significant shifts in diabetes mellitus type II (DM2) care. While DM2 prevalence increased and then stabilized, testing methods and medication usage evolved, with metformin and insulin use rising as others declined.
Area of Science:
- Health Services Research
- Clinical Epidemiology
- Health Informatics
Background:
- Medical treatments and practice patterns evolve due to new evidence, guidelines, and market influences.
- Monitoring these secular trends is crucial for evaluating evidence-based practice and outcomes research.
- The Veterans Health Administration (VHA) provides a robust dataset for analyzing national clinical trends.
Purpose of the Study:
- To analyze changes in the prevalence of diseases, medications, and procedures within the VHA from 2001 to 2014.
- To identify significant secular trends, particularly those related to diabetes mellitus type II (DM2).
- To assess shifts in diagnostic testing and therapeutic agent utilization for DM2.
Main Methods:
- Utilized a large national clinical dataset from the United States Veterans Health Administration (VHA).
- Measured annual changes in the prevalence of diseases, medications, and procedures from 2001 to 2014.
- Employed a generalized linear model to assess statistical significance of observed trends.
Main Results:
- Observed numerous significant secular trends across various clinical areas.
- Diabetes mellitus type II (DM2) prevalence increased post-2001, plateauing around 2008.
- Glycosylated hemoglobin testing increased, while general glucose testing decreased; insulin and metformin use rose, contrasting with sharp declines in glyburide and rosiglitazone use.
Conclusions:
- Secular trends in medical treatments show dynamic changes, particularly evident in DM2 management.
- Treatment patterns for DM2 have shifted towards increased use of metformin and insulin, alongside changes in diagnostic testing.
- Analysis of large clinical datasets effectively captures evolving healthcare practices and treatment efficacy over time.
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