Table 5.
Correlation of early gene expression with follicular T helper cells (TFH) or with memory or germinal center (GC) B cells (week 34).
| Parameter | Spearman Correlation | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PBMC | Lymph Nodes | |||||||||||
| Memory B cells | Memory B cells | GC B cells | Env-specific TFH | |||||||||
| r | p | q | r | p | q | r | p | q | r | p | q | |
| D1 DEG | ||||||||||||
| SERPING1 a ,b | 0.3914 | 0.1492 | 0.7379 | 0.1464 | 0.6024 | 0.8743 | 0.6214 | 0.0155 | 0.3200 | 0.6536 | 0.0099 | 0.3200 |
| C3AR1 | 0.1487 | 0.5209 | 0.8529 | 0.1036 | 0.7144 | 0.9287 | 0.3393 | 0.2161 | 0.7714 | 0.5429 | 0.0391 | 0.4579 |
| IL1RN | 0.3968 | 0.1432 | 0.7379 | 0.2679 | 0.3334 | 0.7868 | 0.5286 | 0.0454 | 0.4825 | 0.7286 | 0.0029 | 0.3153 |
| TNFAIP6 | 0.1877 | 0.5002 | 0.8523 | 0.2821 | 0.3074 | 0.7861 | 0.4107 | 0.1297 | 0.7202 | 0.7143 | 0.0037 | 0.3153 |
| PLAUR | 0.2735 | 0.3216 | 0.7861 | 0.1571 | 0.5756 | 0.8658 | 0.6286 | 0.0141 | 0.3200 | 0.5393 | 0.0406 | 0.4578 |
| FPR2 | 0.2413 | 0.3835 | 0.8163 | 0.3107 | 0.2592 | 0.7714 | 0.3643 | 0.1824 | 0.7458 | 0.6500 | 0.0105 | 0.3200 |
| SOCS3 | 0.5594 | 0.0324 | 0.4578 | 0.3429 | 0.2111 | 0.7714 | 0.3107 | 0.2592 | 0.7714 | 0.3857 | 0.1566 | 0.7379 |
| OAS1 | 0.3021 | 0.2719 | 0.7729 | 0.2929 | 0.2888 | 0.7729 | 0.4357 | 0.1063 | 0.6703 | 0.7643 | 0.0014 | 0.3153 |
| TNFSF10 | 0.4004 | 0.1394 | 0.7378 | 0.2964 | 0.2827 | 0.7729 | 0.4000 | 0.1408 | 0.7378 | 0.5679 | 0.0297 | 0.4426 |
| CCR1 | 0.2520 | 0.3622 | 0.8163 | 0.3750 | 0.1692 | 0.7379 | 0.4214 | 0.1193 | 0.6857 | 0.6250 | 0.0148 | 0.3200 |
| LILRA3 | 0.1859 | 0.5041 | 0.8523 | 0.3571 | 0.1917 | 0.7667 | 0.3107 | 0.2592 | 0.7714 | 0.5429 | 0.0391 | 0.4578 |
| IFITM1 | 0.1680 | 0.5466 | 0.8543 | 0.0143 | 0.9642 | 0.9907 | 0.1714 | 0.5406 | 0.8529 | 0.3500 | 0.2012 | 0.7714 |
| ARG2 | 0.2806 | 0.3087 | 0.7861 | 0.2464 | 0.3748 | 0.8163 | 0.3107 | 0.2592 | 0.7714 | 0.5393 | 0.0462 | 0.4578 |
| CD82 | 0.3682 | 0.1763 | 0.7379 | 0.2714 | 0.3269 | 0.7861 | 0.3250 | 0.2370 | 0.7714 | 0.6214 | 0.0155 | 0.3200 |
| IRF7 | 0.1930 | 0.4875 | 0.8512 | 0.2321 | 0.4039 | 0.8167 | 0.2750 | 0.3203 | 0.7861 | 0.5714 | 0.0286 | 0.4426 |
| IFI35 | 0.3682 | 0.1763 | 0.7379 | 0.2143 | 0.4421 | 0.8367 | 0.5393 | 0.0406 | 0.4578 | 0.5250 | 0.0471 | 0.4864 |
| NFKBIA | 0.2520 | 0.3621 | 0.8163 | 0.1964 | 0.4819 | 0.8512 | 0.3679 | 0.1779 | 0.7379 | 0.6893 | 0.0057 | 0.3166 |
| CSF3R | 0.1180 | 0.6735 | 0.9054 | 0.2393 | 0.3892 | 0.8163 | 0.3393 | 0.2161 | 0.7714 | 0.5500 | 0.0362 | 0.4578 |
| DDIT3 | 0.1662 | 0.5512 | 0.8544 | 0.2714 | 0.3268 | 0.7861 | 0.3321 | 0.2264 | 0.7714 | 0.7071 | 0.0042 | 0.3153 |
| GP1BB | 0.1019 | 0.7167 | 0.9287 | 0.3071 | 0.2649 | 0.7729 | 0.3536 | 0.1964 | 0.7714 | 0.6571 | 0.0094 | 0.3200 |
| CLU | 0.1948 | 0.4837 | 0.8512 | 0.1750 | 0.5320 | 0.8529 | 0.4214 | 0.1193 | 0.6857 | 0.4500 | 0.0944 | 0.6415 |
| TNFAIP3 | 0.3342 | 0.2221 | 0.7714 | 0.2857 | 0.3012 | 0.7861 | 0.4536 | 0.0915 | 0.6415 | 0.7214 | 0.0033 | 0.3135 |
| IL1RL1 | -0.0858 | 0.7602 | 0.9302 | 0.0500 | 0.8626 | 0.9550 | 0.6786 | 0.0068 | 0.3166 | 0.4607 | 0.0861 | 0.6415 |
| HLA-DMA | -0.5719 | 0.0281 | 0.4426 | -0.0179 | 0.9540 | 0.9907 | -0.3036 | 0.2708 | 0.7729 | -0.0929 | 0.7435 | 0.9202 |
| KIT | 0.0393 | 0.8901 | 0.9709 | 0.0607 | 0.8324 | 0.9483 | 0.5714 | 0.0286 | 0.4426 | 0.4571 | 0.0888 | 0.6415 |
| D1 Shared Pathway Genes c | ||||||||||||
| IL2RA | 0.4021 | 0.1377 | 0.7378 | 0.2393 | 0.3892 | 0.8163 | 0.2107 | 0.4498 | 0.8367 | 0.3000 | 0.2767 | 0.7729 |
| CSF2RB | 0.3181 | 0.2461 | 0.7714 | 0.2929 | 0.2888 | 0.7729 | 0.3893 | 0.1525 | 0.7379 | 0.5929 | 0.0222 | 0.3933 |
| FCGR1A | 0.4629 | 0.0838 | 0.6414 | 0.3179 | 0.2479 | 0.7714 | 0.3821 | 0.1607 | 0.7379 | 0.4893 | 0.0666 | 0.5629 |
| DUSP4 | 0.0626 | 0.8249 | 0.9483 | 0.2143 | 0.4421 | 0.8367 | 0.4250 | 0.1159 | 0.6857 | 0.1821 | 0.5150 | 0.8529 |
| HLA-DQB1 | -0.2270 | 0.4130 | 0.8189 | -0.1929 | 0.4901 | 0.8512 | -0.1464 | 0.6023 | 0.8743 | -0.1786 | 0.5235 | 0.8529 |
| HLA-DRB1 | -0.4147 | 0.1249 | 0.7038 | -0.2821 | 0.3074 | 0.7861 | -0.3250 | 0.2370 | 0.7714 | -0.0036 | 0.9948 | 0.9969 |
| D1 Cytokine Genes d | ||||||||||||
| IFNA2 | 0.3682 | 0.1763 | 0.7379 | 0.1929 | 0.4901 | 0.8512 | 0.5179 | 0.0506 | 0.4951 | 0.3250 | 0.2370 | 0.7714 |
| IL6 | 0.2967 | 0.2807 | 0.7729 | 0.2500 | 0.3678 | 0.8163 | 0.5536 | 0.0349 | 0.4578 | 0.6857 | 0.0061 | 0.3166 |
| IL18 | -0.1948 | 0.4837 | 0.8512 | -0.2857 | 0.3011 | 0.7861 | 0.5107 | 0.0543 | 0.5031 | 0.1964 | 0.4819 | 0.8512 |
| IFNG | 0.1537 | 0.5817 | 0.8658 | -0.2429 | 0.3820 | 0.8163 | 0.4679 | 0.0808 | 0.6399 | 0.2107 | 0.4498 | 0.8367 |
| MCP1 | 0.5326 | 0.0431 | 0.4716 | 0.3750 | 0.1692 | 0.7379 | 0.5179 | 0.0506 | 0.4951 | 0.6393 | 0.0122 | 0.3201 |
| D1 Cytokine Proteins | ||||||||||||
| IFN-α | -0.1716 | 0.5380 | 0.8529 | -0.0929 | 0.7435 | 0.9302 | -0.2750 | 0.3203 | 0.7861 | 0.1464 | 0.6023 | 0.8743 |
| IL-6 | 0.3399 | 0.2132 | 0.7714 | -0.5076 | 0.0554 | 0.5031 | -0.4486 | 0.0948 | 0.6415 | -0.0286 | 0.9206 | 0.9871 |
| IL-18 | 0.1287 | 0.6455 | 0.8959 | 0.0571 | 0.8425 | 0.9483 | -0.1000 | 0.7241 | 0.9287 | 0.4071 | 0.1334 | 0.7295 |
| IFN-γ | 0.2952 | 0.2820 | 0.7729 | -0.2324 | 0.4016 | 0.8166 | -0.0840 | 0.7539 | 0.9302 | 0.2717 | 0.3246 | 0.7861 |
| MCP-1 | 0.5094 | 0.0545 | 0.5031 | -0.2286 | 0.4114 | 0.8189 | 0.0571 | 0.8425 | 0.9483 | 0.3357 | 0.2212 | 0.7714 |
| IL-1RA | -0.0197 | 0.9465 | 0.9907 | 0.0786 | 0.7827 | 0.9414 | 0.2250 | 0.4189 | 0.8212 | 0.4429 | 0.1002 | 0.6657 |
| D3 DEG | ||||||||||||
| CLU | 0.1342 | 0.6452 | 0.8881 | 0.4374 | 0.1198 | 0.6852 | 0.0044 | 0.9911 | 0.9966 | 0.1516 | 0.6051 | 0.8703 |
| GP1BB | 0.0528 | 0.8587 | 0.9582 | 0.4549 | 0.1044 | 0.6588 | -0.0902 | 0.7582 | 0.9305 | 0.1385 | 0.6375 | 0.8872 |
| BCL2L1 | 0.3410 | 0.2313 | 0.7550 | 0.5209 | 0.0591 | 0.8463 | 0.1782 | 0.5391 | 0.8463 | 0.4769 | 0.0872 | 0.6249 |
| IL1RL1 | 0.2464 | 0.3929 | 0.7988 | -0.1956 | 0.5022 | 0.8424 | 0.2926 | 0.3074 | 0.7734 | -0.2440 | 0.3998 | 0.7988 |
| ILR2 | -0.1276 | 0.6622 | 0.8979 | -0.1604 | 0.5838 | 0.8616 | 0.0946 | 0.7467 | 0.9305 | -0.2440 | 0.3998 | 0.7988 |
| D3 Shared Pathway Genes | ||||||||||||
| HLA-C | -0.0990 | 0.7352 | 0.9305 | 0.0637 | 0.8319 | 0.9532 | -0.2332 | 0.4194 | 0.8037 | 0.0593 | 0.8438 | 0.9532 |
| FCGR1A | 0.3850 | 0.1736 | 0.7180 | 0.0374 | 0.9035 | 0.9842 | 0.4158 | 0.1396 | 0.7180 | -0.0330 | 0.9155 | 0.9911 |
| D3 Cytokine Genes | ||||||||||||
| IFNA2 | 0.1210 | 0.6784 | 0.9030 | -0.2747 | 0.3411 | 0.7803 | 0.4422 | 0.1143 | 0.6852 | 0.0242 | 0.9396 | 0.9911 |
| IL6 | 0.3256 | 0.2543 | 0.7550 | -0.1077 | 0.7126 | 0.9288 | 0.2794 | 0.3305 | 0.7741 | 0.1780 | 0.5423 | 0.8463 |
| IL18 | 0.1716 | 0.5549 | 0.8498 | -0.3890 | 0.1703 | 0.7180 | 0.1496 | 0.6076 | 0.8703 | -0.1956 | 0.5022 | 0.8424 |
| IFNG | 0.0616 | 0.8349 | 0.9532 | -0.3363 | 0.2399 | 0.7550 | -0.0572 | 0.8468 | 0.9536 | -0.1780 | 0.5423 | 0.8463 |
| MCP1 | 0.6161 | 0.0213 | 0.3870 | -0.0154 | 0.9638 | 0.9911 | 0.2444 | 0.3969 | 0.7988 | 0.0418 | 0.8915 | 0.9769 |
| IL1RN | 0.3476 | 0.2222 | 0.7550 | 0.2528 | 0.3825 | 0.7988 | -0.0946 | 0.7466 | 0.9305 | -0.0198 | 0.9517 | 0.9911 |
| D3 Cytokine Proteins | ||||||||||||
| IFN-α | -0.2672 | 0.3737 | 0.7988 | 0.0908 | 0.7678 | 0.9332 | -0.3444 | 0.2477 | 0.7550 | 0.1513 | 0.6196 | 0.8824 |
| IL-6 | -0.1706 | 0.5833 | 0.8616 | -0.5154 | 0.0769 | 0.6185 | 0.0088 | 0.9872 | 0.9953 | -0.4193 | 0.1666 | 0.7180 |
| IL-18 | 0.1828 | 0.5262 | 0.8463 | 0.4004 | 0.1561 | 0.7180 | -0.0903 | 0.7579 | 0.9305 | 0.3476 | 0.2221 | 0.7550 |
| IFN-γ | 0.2500 | 0.3846 | 0.7988 | 0.1503 | 0.6059 | 0.8703 | 0.1018 | 0.7291 | 0.9288 | 0.1635 | 0.5740 | 0.8616 |
| MCP-1 | 0.0792 | 0.7878 | 0.9412 | -0.0637 | 0.8319 | 0.9532 | -0.1254 | 0.6673 | 0.8979 | 0.0286 | 0.9276 | 0.9911 |
| IL-1RA | 0.3195 | 0.2622 | 0.7550 | 0.4577 | 0.1022 | 0.6565 | 0.2350 | 0.4139 | 0.8014 | 0.4858 | 0.0811 | 0.6185 |
bold font corresponds to p < 0.05.
bold and italic font corresponds to p < 0.01.
Genes shared between the top five scoring pathways on D1 also included IL1RN, SOCS3, IFITM1, IRF7, NFKBIA, and KIT, genes that are included in the DEG.
The gene encoding IL-1RA is ILRN that is included in the DEG.