Intelligent Clinical Care Center, University of Florida, Gainesville, FL, USA.
Department of Medicine. Division of Nephrology, Hypertension, and Renal Transplantation, University of Florida, PO Box 100224, Gainesville, FL, 32610-0224, USA.
Sci Rep. 2023 Oct 18;13(1):17781. doi: 10.1038/s41598-023-45006-5.
Persistence of acute kidney injury (AKI) or insufficient recovery of renal function was associated with reduced long-term survival and life quality. We quantified AKI trajectories and describe transitions through progression and recovery among hospitalized patients. 245,663 encounters from 128,271 patients admitted to UF Health between 2012 and 2019 were retrospectively categorized according to the worst AKI stage experienced within 24-h periods. Multistate models were fit for describing characteristics influencing transitions towards progressed or regressed AKI, discharge, and death. Effects of age, sex, race, admission comorbidities, and prolonged intensive care unit stay (ICU) on transition rates were examined via Cox proportional hazards models. About 20% of encounters had AKI; where 66% of those with AKI had Stage 1 as their worst AKI severity during hospitalization, 18% had Stage 2, and 16% had Stage 3 AKI (12% with kidney replacement therapy (KRT) and 4% without KRT). At 3 days following Stage 1 AKI, 71.1% (70.5-71.6%) were either resolved to No AKI or discharged, while recovery proportion was 38% (37.4-38.6%) and discharge proportion was 7.1% (6.9-7.3%) following AKI Stage 2. At 14 days following Stage 1 AKI, patients with additional frail conditions stay had lower transition proportion towards No AKI or discharge states. Multistate modeling framework is a facilitating mechanism for understanding AKI clinical course and examining characteristics influencing disease process and transition rates.
急性肾损伤 (AKI) 的持续存在或肾功能恢复不足与降低长期生存率和生活质量有关。我们对 AKI 轨迹进行了量化,并描述了住院患者中进展和恢复的转变。从 2012 年至 2019 年,对在 UF Health 住院的 128271 名患者中的 245663 次就诊进行了回顾性分类,依据的是 24 小时内经历的最严重 AKI 阶段。多状态模型用于描述影响向进展性或退行性 AKI、出院和死亡转变的特征。通过 Cox 比例风险模型检查年龄、性别、种族、入院合并症和延长重症监护病房 (ICU) 停留时间对转变率的影响。大约 20%的就诊有 AKI;其中 66%的 AKI 患者在住院期间的最严重 AKI 严重程度为 1 期,18%为 2 期,16%为 3 期 AKI(12%接受肾脏替代治疗 (KRT),4%未接受 KRT)。在 1 期 AKI 后 3 天,71.1%(70.5-71.6%)要么恢复为无 AKI 或出院,而恢复比例为 38%(37.4-38.6%),2 期 AKI 后出院比例为 7.1%(6.9-7.3%)。在 1 期 AKI 后 14 天,有更多虚弱状况的患者向无 AKI 或出院状态的转变比例较低。多状态建模框架是理解 AKI 临床过程和检查影响疾病过程和转变率的特征的促进机制。