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. 2021 Oct 20;6:367. doi: 10.1038/s41392-021-00764-4

Table 4.

Single-cell studies on CAR-T-cell therapy and COVID-19

Cell type Sample/Time Conclusions
CAR-T-cell therapy
 CAR-T cells CRS initiation stage CD8 41-BBz CAR-T enriched in central memory cell phenotype and fatty acid metabolism genes (Boroughs et al., 2020)163
 CAR-T cells CRS initiation stage CD4 helper and CD8 cytotoxic CAR-T cells are equally effective in directly killing tumor cells (Xhangolli et al., 2019)108
 Leukocyte CRS peak stage High fever and elevated IL-6 levels are hallmarks of CRS; Human monocytes are the major source of IL-1 and IL-6 during CRS (Norelli et al., 2018)29
 CAR-T and endogenous T CRS peak stage CAR-T cells in the CRS peak phase transition from a proliferative to a cytotoxic intermediate state; Endogenous T presents an active state in the CRS peak stage (Li et al., 2021)110
 CAR-T cells CRS recovery stage Clonal diversity of CAR-T cells is highest in products and declines following infusion; Amplified oligoclones at last mainly originate from CAR-T products with high expression of cytotoxicity and proliferation genes (Sheih et al., 2020)109
 CAR-T cells CRS recovery stage Heterogeneity of CAR-T cells contributes to variations in efficacy and toxicity in LBCL (Deng et al., 2020)164
COVID-19
 PBMC 76 COVID-19 patients and 69 healthy donors Enhanced plasma levels of inflammatory mediators, including EN-RAGE, TNFSF14, and oncostatin M, were correlated with COVID-19 severity (Arunachalam et al., 2020)160
 PBMC 3 COVID-19 patients and 3 healthy donors Immature neutrophil and nonclassical monocyte pools, with levels of the protein calprotectin linked to disease severity (Silvin et al., 2020)161
 PBMC 9 COVID-19 patients, 5 influenza patients and 4 healthy donors TNF/IL-1β–driven inflammation was defining characteristics of COVID-19.The type I IFN response plays a pivotal role in exacerbating inflammation in severe COVID-19 (Lee et al., 2020)129
 PBMC 40 COVID-19 patients and 13 healthy donors Hospitalization is associated with increased cytotoxic follicular helper cells and cytotoxic T helper cells and a reduction in regulatory T cells (Meckiff et al., 2020)122
 BALF 6 Severe- and 3 mild- COVID-19 patients Dramatic differences between the mild and severe COVID-19 patients, including an inflammatory signature. SARS-CoV-2 infects epithelial cells and alters immune landscape in severe patients (Bost et al., 2020)123
 PBMC 5 COVID-19 patients, 2 influenza virus patients and 2 healthy donors COVID-19 patient features XAF1-, TNF-, and FAS-induced T cell apoptosis. COVID-19 activates distinct pathway (STAT1/IRF3) versus influenza, and substantial differences were revealed like expression of interleukin (IL)6R and IL6ST (Zhu L et al., 2020)120
 PBMC 2 COVID-19 patients and 2 healthy donors A monocyte subpopulation contributes to the inflammatory CRS and tocilizumab treatment can attenuate the CRS in COVID-19 patients (Guo et al., 2020)128
 PBMC and whole blood 53 COVID-19 patients and 56 healthy donors HLA-DRhiCD11chi inflammatory monocytes with an IFN-stimulated gene signature were elevated in mild COVID-19. Severe COVID-19 was marked by the occurrence of neutrophil precursors (Schulte-Schrepping et al., 2020)131
 PBMC 13 COVID-19 patients and 5 healthy donors COVID-19 showed a strong IFN-α response and an overall acute inflammatory response. In severe patients, the immune landscape featured a deranged interferon response (Zhang et al., 2020)133
 PBMC 7 Severe COVID-19 patients and 6 healthy donors Severe disease has been associated with changes in peripheral immune activity, including increased levels of pro-inflammatory cytokines, while peripheral monocytes and lymphocytes do not express substantial amounts of pro-inflammatory cytokines (Wilk et al., 2020)162
 PBMC, BALF/PFMC, sputum 196 COVID-19 patients and 25 healthy donors Systemic upregulation of S100A8/A9, mainly from megakaryocytes and monocytes in the peripheral blood, may contribute to the CRS frequently in severe patients (Ren et al., 2021)136