Acute COVID-19 is a viral infection caused by a severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that results in dramatically decreased peripheral blood CD3+T cell count apparently due to alterations of thymic T cell maturation, that can persist long term afterwards. Therefore, we analyzed the levels of peripheral blood TRECs (T-cell receptor excision circles), and investigated the main alterations in peripheral blood T cell subsets in COVID-19 convalescents. We performed molecular quantification of TRECs with “TREC/KREC-AMP PS” kit and flow cytometric analysis of peripheral blood lymphocytes from three groups of patients. The first group contained 109 samples from COVID-19 convalescents (6–12 month post-acute COVID-19) with normal levels of TRECs (TRECn); the second was formed from COVID-19 convalescents (6–12 month post-acute COVID-19) with decreased levels of TRECs (TREClow, n = 29), and healthy control group (HC, n = 18). We noticed no significant differences between all three groups in CD3+T cell relative and absolute numbers. However, CD4+T cell frequencies were decreased in TREClow and TRECn groups compared to HC (40.8% (31.6; 50.1) and 46.4% (40.0; 53.0) vs 53.5% (47.36; 56.9), p 0.001 and р = 0.004, respectively). Furthermore, Th cell levels were decreased in TREClow patients vs HC and TRECn groups (701 cell/1 µL (478; 807) vs 1005 cell/1 µL (700; 1419), р = 0.020, and 876 cell/ 1 µL (661; 1046), р = 0.008, respectively). Finally, both groups of COVID-19 convalescents had increased frequencies of circulating CD8+T cells — 29.4% (20.7; 39.7) in TREClow group, 26.5% (21.1; 32.7) in TRECn group vs 21.3% (17.1; 26.0) in healthy controls (p = 0.024 and р = 0.026, respectively). In TRECn group, CD8+T cell count was elevated vs control range (508 cell/1 µL (372; 622) vs 356 cell/1 µL (247; 531), р = 0.044). Thus, COVID-19 convalescents (6–12 month post-acute COVID-19) showed an imbalance in CD4+and CD8+T cell level even at 6–12 months post-acute SARS-CoV-2 infection, and the observed changes in peripheral blood T cells could be closely related to the alterations in thymic T cell maturation and differentiation. Such a long-term decline in TREC levels in the circulation may have a profound impact on immune system functions and requires immunocorrection therapy.