Departamento e Instituto de Psiquiatria, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brasil.
Diretoria Executiva dos LIMs, Faculdade de Medicina da Universidade de São Paulo HCFMUSP, São Paulo, SP, Brasil.
Psychol Med. 2022 Sep;52(12):2387-2398. doi: 10.1017/S0033291722001374. Epub 2022 May 6.
Despite the multitude of clinical manifestations of post-acute sequelae of SARS-CoV-2 infection (PASC), studies applying statistical methods to directly investigate patterns of symptom co-occurrence and their biological correlates are scarce.
We assessed 30 symptoms pertaining to different organ systems in 749 adults (age = 55 ± 14 years; 47% female) during in-person visits conducted at 6-11 months after hospitalization due to coronavirus disease 2019 (COVID-19), including six psychiatric and cognitive manifestations. Symptom co-occurrence was initially investigated using exploratory factor analysis (EFA), and latent variable modeling was then conducted using Item Response Theory (IRT). We investigated associations of latent variable severity with objective indices of persistent physical disability, pulmonary and kidney dysfunction, and C-reactive protein and D-dimer blood levels, measured at the same follow-up assessment.
The EFA extracted one factor, explaining 64.8% of variance; loadings were positive for all symptoms, and above 0.35 for 16 of them. The latent trait generated using IRT placed fatigue, psychiatric, and cognitive manifestations as the most discriminative symptoms (coefficients > 1.5, < 0.001). Latent trait severity was associated with decreased body weight and poorer physical performance (coefficients > 0.240; ⩽ 0.003), and elevated blood levels of C-reactive protein (coefficient = 0.378; 95% CI 0.215-0.541; < 0.001) and D-dimer (coefficient = 0.412; 95% CI 0.123-0.702; = 0.005). Results were similar after excluding subjects with pro-inflammatory comorbidities.
Different symptoms that persist for several months after moderate or severe COVID-19 may unite within one latent trait of PASC. This trait is dominated by fatigue and psychiatric symptoms, and is associated with objective signs of physical disability and persistent systemic inflammation.
尽管 SARS-CoV-2 感染后急性后遗症(PASC)有多种临床表现,但应用统计方法直接研究症状同时出现及其生物学相关性的研究却很少。
我们评估了 749 名成年人(年龄=55±14 岁;47%为女性)在因 2019 年冠状病毒病(COVID-19)住院后 6-11 个月期间出现的 30 种不同器官系统的症状,包括 6 种精神和认知表现。最初使用探索性因子分析(EFA)来研究症状的同时出现,然后使用项目反应理论(IRT)进行潜在变量建模。我们研究了潜在变量严重程度与持续性身体残疾、肺和肾功能以及 C 反应蛋白和 D-二聚体血液水平的客观指标之间的关联,这些指标是在同一随访评估中测量的。
EFA 提取了一个解释 64.8%方差的因子;所有症状的负荷均为正,其中 16 个症状的负荷大于 0.35。使用 IRT 生成的潜在特质将疲劳、精神和认知表现列为最具区分性的症状(系数>1.5, <0.001)。潜在特质严重程度与体重减轻和身体机能较差(系数>0.240; ⁇ 0.003)以及 C 反应蛋白血液水平升高(系数=0.378;95%CI 0.215-0.541; ⁇ 0.001)和 D-二聚体(系数=0.412;95%CI 0.123-0.702; =0.005)有关。排除有炎症性合并症的患者后,结果相似。
COVID-19 中度或重度后持续数月的不同症状可能在 PASC 的一个潜在特征内统一。该特征主要由疲劳和精神症状主导,与身体残疾和持续全身炎症的客观迹象有关。