*Palo Alto Medical Foundation Research Institute, Mountain View †Palo Alto Medical Foundation, Palo Alto, CA.
Med Care. 2014 Mar;52 Suppl 3:S110-7. doi: 10.1097/MLR.0000000000000023.
A national strategic framework to address multiple chronic conditions has called for further research on disease trajectories of patients with comorbidities.
An observational study using multilevel models to analyze electronic health record data from a multispecialty practice from 2003 to 2010 to examine disease trajectories of patients with at least 2 of 3 common chronic conditions: overweight/obese, hypertension, and depression. Using longitudinal data on up to 110,000 patients, the effects of comorbidities on the probability of having a diagnosis for overweight/obesity or hypertension and on the trajectories of body mass index (BMI) and blood pressure (BP) over time were examined.
From 2003 to 2010, the percentage of patients with high BMI receiving an overweight/obesity diagnosis grew from 5.0% to 18.7%, and the percentage of patients with high BP having a hypertension diagnosis rose from 39.9% to 51.7%. The effect of time for patients with high BMI and depression was less than the effect of time for high BMI only patients (P<0.01) in receiving overweight/obesity diagnoses. Co-occurring depression and high BMI was positively associated with BMI trajectory (coefficient=0.06, P<0.01), whereas high BP and high BMI (coefficient=-0.07, P<0.01) or high BP and high BMI and depression (coefficient=-0.05, P<0.01) were negatively associated with BMI trajectories.
Although physicians' recording of diagnoses for patients with high BMI and high BP has improved, significant gaps remain. Some co-occurrence patterns of these 3 conditions not only affected the recognition of overweight/obesity and hypertension over time, but also BMI trajectories over time. Quality improvement efforts should target patients with co-occurring depression and overweight/obesity.
国家慢性病综合防治战略框架呼吁进一步研究合并症患者的疾病轨迹。
本研究采用多水平模型对来自多专科诊所 2003 年至 2010 年的电子健康记录数据进行观察性研究,以分析至少有 3 种常见慢性病(超重/肥胖、高血压和抑郁症)合并症的患者的疾病轨迹。利用长达 110000 名患者的纵向数据,研究了合并症对超重/肥胖或高血压诊断概率以及体重指数(BMI)和血压(BP)随时间变化轨迹的影响。
2003 年至 2010 年,高 BMI 患者超重/肥胖诊断率从 5.0%增长到 18.7%,高 BP 患者高血压诊断率从 39.9%增长到 51.7%。患有高 BMI 和抑郁症的患者在接受超重/肥胖诊断方面,时间的影响小于仅患有高 BMI 的患者(P<0.01)。同时患有抑郁症和高 BMI 与 BMI 轨迹呈正相关(系数=0.06,P<0.01),而同时患有高 BP 和高 BMI(系数=-0.07,P<0.01)或同时患有高 BP、高 BMI 和抑郁症(系数=-0.05,P<0.01)与 BMI 轨迹呈负相关。
尽管医生对高 BMI 和高 BP 患者的诊断记录有所改善,但仍存在显著差距。这些疾病的一些合并模式不仅影响了超重/肥胖和高血压的识别,还影响了 BMI 随时间的变化轨迹。质量改进工作应针对同时患有抑郁症和超重/肥胖的患者。