Yang Ju-Yeh, Shu Kai-Hsiang, Peng Yu-Sen, Hsu Shih-Ping, Chiu Yen-Ling, Pai Mei-Fen, Wu Hon-Yen, Tsai Wan-Chuan, Tung Kuei-Ting, Kuo Raymond N
Institute of Health Policy and Management, College of Public Health, National Taiwan University, Taipei, Taiwan.
Division of Nephrology, Department of Internal Medicine, Far Eastern Memorial Hospital, New Taipei City, Taiwan.
JMIR Form Res. 2023 May 3;7:e44373. doi: 10.2196/44373.
Previous studies on clinical decision support systems (CDSSs) for the management of renal anemia in patients with end-stage kidney disease undergoing hemodialysis have previously focused solely on the effects of the CDSS. However, the role of physician compliance in the efficacy of the CDSS remains ill-defined.
We aimed to investigate whether physician compliance was an intermediate variable between the CDSS and the management outcomes of renal anemia.
We extracted the electronic health records of patients with end-stage kidney disease on hemodialysis at the Far Eastern Memorial Hospital Hemodialysis Center (FEMHHC) from 2016 to 2020. FEMHHC implemented a rule-based CDSS for the management of renal anemia in 2019. We compared the clinical outcomes of renal anemia between the pre- and post-CDSS periods using random intercept models. Hemoglobin levels of 10 to 12 g/dL were defined as the on-target range. Physician compliance was defined as the concordance of adjustments of the erythropoietin-stimulating agent (ESA) between the CDSS recommendations and the actual physician prescriptions.
We included 717 eligible patients on hemodialysis (mean age 62.9, SD 11.6 years; male n=430, 59.9%) with a total of 36,091 hemoglobin measurements (average hemoglobin and on-target rate were 11.1, SD 1.4, g/dL and 59.9%, respectively). The on-target rate decreased from 61.3% (pre-CDSS) to 56.2% (post-CDSS) owing to a high hemoglobin percentage of >12 g/dL (pre: 21.5%; post: 29%). The failure rate (hemoglobin <10 g/dL) decreased from 17.2% (pre-CDSS) to 14.8% (post-CDSS). The average weekly ESA use of 5848 (SD 4211) units per week did not differ between phases. The overall concordance between CDSS recommendations and physician prescriptions was 62.3%. The CDSS concordance increased from 56.2% to 78.6%. In the adjusted random intercept model, the post-CDSS phase showed increased hemoglobin by 0.17 (95% CI 0.14-0.21) g/dL, weekly ESA by 264 (95% CI 158-371) units per week, and 3.4-fold (95% CI 3.1-3.6) increased concordance rate. However, the on-target rate (29%; odds ratio 0.71, 95% CI 0.66-0.75) and failure rate (16%; odds ratio 0.84, 95% CI 0.76-0.92) were reduced. After additional adjustments for concordance in the full models, increased hemoglobin and decreased on-target rate tended toward attenuation (from 0.17 to 0.13 g/dL and 0.71 to 0.73 g/dL, respectively). Increased ESA and decreased failure rate were completely mediated by physician compliance (from 264 to 50 units and 0.84 to 0.97, respectively).
Our results confirmed that physician compliance was a complete intermediate factor accounting for the efficacy of the CDSS. The CDSS reduced failure rates of anemia management through physician compliance. Our study highlights the importance of optimizing physician compliance in the design and implementation of CDSSs to improve patient outcomes.
既往关于临床决策支持系统(CDSS)用于接受血液透析的终末期肾病患者肾性贫血管理的研究仅关注了CDSS的效果。然而,医生依从性在CDSS疗效中的作用仍不明确。
我们旨在研究医生依从性是否为CDSS与肾性贫血管理结果之间的中间变量。
我们提取了2016年至2020年远东纪念医院血液透析中心(FEMHHC)接受血液透析的终末期肾病患者的电子健康记录。FEMHHC于2019年实施了基于规则的CDSS用于肾性贫血管理。我们使用随机截距模型比较了CDSS实施前后肾性贫血的临床结果。血红蛋白水平10至12 g/dL被定义为目标范围。医生依从性被定义为促红细胞生成素刺激剂(ESA)调整在CDSS建议与实际医生处方之间的一致性。
我们纳入了717例符合条件的血液透析患者(平均年龄62.9岁,标准差11.6岁;男性n = 430例,59.9%),共进行了36,091次血红蛋白测量(平均血红蛋白和目标达标率分别为11.1 g/dL、标准差1.4 g/dL和59.9%)。由于血红蛋白>12 g/dL的比例较高(之前:21.5%;之后:29%),目标达标率从61.3%(CDSS实施前)降至56.2%(CDSS实施后)。失败率(血红蛋白<10 g/dL)从17.2%(CDSS实施前)降至14.8%(CDSS实施后)。各阶段每周ESA平均使用量为5848(标准差4211)单位,无差异。CDSS建议与医生处方之间的总体一致性为62.3%。CDSS一致性从56.2%增至78.6%。在调整后的随机截距模型中,CDSS实施后阶段血红蛋白增加了0.17(95%可信区间0.14 - 0.21)g/dL,每周ESA增加了264(95%可信区间158 - 371)单位,一致性率增加了3.4倍(95%可信区间3.1 - 3.6)。然而,目标达标率(29%;优势比0.71,95%可信区间0.66 - 0.75)和失败率(16%;优势比0.84,95%可信区间0.76 - 0.92)降低。在完整模型中对一致性进行额外调整后,血红蛋白增加和目标达标率降低的趋势趋于减弱(分别从0.17降至0.13 g/dL和从0.71降至0.73 g/dL)。ESA增加和失败率降低完全由医生依从性介导(分别从264降至50单位和从0.84降至0.97)。
我们的结果证实医生依从性是解释CDSS疗效的一个完全中间因素。CDSS通过医生依从性降低了贫血管理的失败率。我们的研究强调了在CDSS的设计和实施中优化医生依从性以改善患者结局的重要性。