Health Economics and Epidemiology Research Office (HE2RO), Department of Internal Medicine, School of Clinical Medicine, Faculty of Health Sciences, University of the Witwatersrand, Johannesburg, South Africa.
Department of Global Health, School of Public Health, Boston University, Boston, MA, United States.
Front Public Health. 2022 Dec 15;10:959481. doi: 10.3389/fpubh.2022.959481. eCollection 2022.
Most estimates of HIV retention are derived at the clinic level through antiretroviral (ART) patient management systems, which capture ART clinic visit data, yet these cannot account for silent transfers across HIV treatment sites. Patient laboratory monitoring visits may also be observed in routinely collected laboratory data, which include ART monitoring tests such as CD4 count and HIV viral load, key to our work here.
In this analysis, we utilized the NHLS National HIV Cohort (a system-wide viewpoint) to investigate the accuracy of facility-level estimates of retention in care for adult patients accessing care (defined using clinic visit data on patients under ART recorded in an electronic patient management system) at Themba Lethu Clinic (TLC). Furthermore, we describe patterns of facility switching among all patients and those patients classified as lost to follow-up (LTFU) at the facility level.
Of the 43,538 unique patients in the TLC dataset, we included 20,093 of 25,514 possible patient records (78.8%) in our analysis that were linked with the NHLS National Cohort, and we restricted the analytic sample to patients initiating ART between 1 January 2007 and 31 December 2017. Most (60%) patients were female, and the median age (IQR) at ART initiation was 37 (31-45) years. We found the laboratory records augmented retention estimates by a median of 860 additional active records (about 8% of all median active records across all years) from the facility viewpoint; this augmentation was more noticeable from the system-wide viewpoint, which added evidence of activity of about one-third of total active records in 2017. In 2017, we found 7.0% misclassification at the facility-level viewpoint, a gap which is potentially solvable through data integration/triangulation. We observed 1,134/20,093 (5.6%) silent transfers; these were noticeably more female and younger than the entire dataset. We also report the most common locations for clinic switching at a provincial level.
Integration of multiple data sources has the potential to reduce the misclassification of patients as being lost to care and help understand situations where clinic switching is common. This may help in prioritizing interventions that would assist patients moving between clinics and hopefully contribute to services that normalize formal transfers and fewer silent transfers.
大多数 HIV 保留率的估计值都是通过抗逆转录病毒 (ART) 患者管理系统在诊所层面得出的,该系统可获取 ART 诊所就诊数据,但无法说明 HIV 治疗场所之间的静默转移。患者的实验室监测就诊也可能在常规收集的实验室数据中观察到,这些数据包括 CD4 计数和 HIV 病毒载量等 ART 监测测试,这是我们工作的关键。
在这项分析中,我们利用 NHLS 国家 HIV 队列(一个系统层面的观点)来研究特姆巴莱索诊所(TLC)接受治疗的成年患者接受护理的保留率的诊所层面估计值的准确性(使用记录在电子患者管理系统中的接受 ART 治疗的患者的诊所就诊数据来定义)。此外,我们描述了所有患者和那些在设施层面被归类为失访(LTFU)的患者的设施转换模式。
在 TLC 数据集的 43538 个唯一患者中,我们纳入了与 NHLS 国家队列相关联的 25514 个可能患者记录中的 20093 个(78.8%),并将分析样本限制为 2007 年 1 月 1 日至 2017 年 12 月 31 日期间开始接受 ART 的患者。大多数(60%)患者为女性,中位年龄(IQR)为 37(31-45)岁。我们发现,从设施角度来看,实验室记录平均增加了 860 个额外的活跃记录(大约占所有年份所有活跃记录的 8%)来补充保留率估计值;从系统角度来看,这种增加更为明显,2017 年新增了约三分之一的总活跃记录。在 2017 年,我们在设施层面的观点发现了 7.0%的错误分类,通过数据集成/三角测量,这一差距是可以解决的。我们观察到 1134/20093(5.6%)例静默转移;这些患者明显比整个数据集更年轻,且女性比例更高。我们还报告了省级水平最常见的诊所转换地点。
整合多个数据源有可能减少将患者错误归类为失访,并有助于了解诊所转换较为常见的情况。这可能有助于确定优先干预措施,以帮助患者在诊所之间转移,并有望有助于建立规范正式转移和减少静默转移的服务。