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matched or historical mRNA vaccines increases neutralizing antibody responses 1115
and protection against B.1.1.529 infection in mice. bioRxivorg, 2022.02.07.479419. 1116
10.1101/2022.02.07.479419. 1117
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116. Barnes, C.O., West, A.P., Jr, Huey-Tubman, K.E., Hoffmann, M.A.G., Sharaf,1118
N.G., Hoffman, P.R., Koranda, N., Gristick, H.B., Gaebler, C., Muecksch, F., et al.1119
(2020). Structures of Human Antibodies Bound to SARS-CoV-2 Spike Reveal 1120
Common Epitopes and Recurrent Features of Antibodies. Cell 182, 828-842.e16. 1121
10.1016/j.cell.2020.06.025. 1122
117. Hay, J.A., Kissler, S.M., Fauver, J.R., Mack, C., Tai, C.G., Samant, R.M.,1123
Connolly, S., Anderson, D.J., Khullar, G., MacKay, M., et al. (2022). Quantifying the 1124
impact of immune history and variant on SARS-CoV-2 viral kinetics and infection 1125
rebound: A retrospective cohort study. Elife 11. 10.7554/eLife.81849. 1126
118. Goldfarb, D.M., Tilley, P., Al-Rawahi, G.N., Srigley, J.A., Ford, G., Pedersen, H.,1127
Pabbi, A., Hannam-Clark, S., Charles, M., Dittrick, M., et al. (2020). Self-collected 1128
saline gargle samples as an alternative to healthcare worker collected 1129
nasopharyngeal swabs for COVID-19 diagnosis in outpatients. J. Clin. Microbiol., 1130
2020.09.13.20188334. 10.1101/2020.09.13.20188334. 1131
119. Hao, Y., Hao, S., Andersen-Nissen, E., Mauck, W.M., 3rd, Zheng, S., Butler, A.,1132
Lee, M.J., Wilk, A.J., Darby, C., Zager, M., et al. (2021). Integrated analysis of 1133
multimodal single-cell data. Cell 184, 3573-3587.e29. 10.1016/j.cell.2021.04.048. 1134
55
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Figure 1
56for use under a CC0 license.
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Figure 1. Primary and recall antibody responses to Wuhan and Delta strains of 1135
SARS-COV-2. (A) Virus neutralization assays were performed using the WA-1 and 1136
Delta isolates of SARS-CoV-2. Serial 1:3 dilutions of serums were performed and tested 1137
for the ability to prevent plaque formation on Vero cells. The lowest concentration 1138
capable of preventing more than 90% of plaques was considered to be the PRNT90 1139
value. Each symbol represents an individual. Two-sided P values from t-test statistics 1140
were calculated for pairwise differences using two-way ANOVA. Post hoc testing for 1141
multiple comparisons between draws was performed using Tukey’s multiple 1142
comparisons test. P values greater than 0.05 are not depicted. (B) Quantitative titers of 1143
WuHu1- and Delta RBD-specific antibodies. Serum was initially diluted 1:60, serially 1144
diluted 1:3, assessed by ELISA for binding to the listed antigens, and area under the 1145
curve (AUC) values were calculated. Each symbol represents an individual. WuHu1 1146
AUC values were divided by their Delta AUC titer in the same individual to calculate a 1147
WuHu1:Delta RBD ratio in the rightmost panel. Two-sided P values from t-test statistics 1148
were calculated for pairwise differences using one-way ANOVA. Post hoc testing for 1149
multiple comparisons between draws was performed using Tukey’s multiple 1150
comparisons test. P values greater than 0.05 are not depicted. 1151
1152
1153
57
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Figure 2
58for use under a CC0 license.
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Figure 2. WuHu1 and Delta Memory B cell flow cytometric analysis and 1154
quantification. (A) Representative flow cytometric plots of Wuhu1 and Delta S1-1155
specific memory B cells (full gating strategy shown in Figure S2) in naïve, primary Delta 1156
infection, and post-vaccination Delta infection cohorts. Cells that bind both WuHu1 S1 1157
and Delta S1 are annotated as cross-reactive S1+, whereas cells that bind only WuHu1 1158
S1 or Delta S1 are annotated as WuHu1 S1+ or Delta S1+, respectively. (B) 1159
Quantification of isotype-switched memory B cells as a percentage of total PBMCs for 1160
Wuhu1 S1+, Delta S1+ and cross-reactive S1+ specificities for each cohort of SARS-1161
CoV-2 immune histories. Each symbol represents an individual. Two-sided P values 1162
from t-test statistics were calculated for pairwise differences using one-way ANOVA. 1163
Post hoc testing for multiple comparisons between draws was performed using Tukey’s 1164
multiple comparisons test. P values greater than 0.05 are not depicted. (C) Correlation 1165
of post-infection cross-reactive S1 MBCs (calculated as in Figure 2B) plotted against the 1166
frequency of post-infection Delta S1-specific MBCs (calculated as in Figure 2B) in 1167
individuals that experienced a post-vaccination Delta infection. Pearson correlation 1168
analysis was performed. 1169
1170
1171
59
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Figure 3
60for use under a CC0 license.
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Figure 3. Epitope-specific quantification of Delta RBD- and Delta NTD-specific 1172
antibodies and memory B cells. (A) A chimeric protein (Delta RBD-L452) was 1173
generated in which R452 was reverted to the ancestral L452. ELISAs were used to 1174
quantify serum antibodies that bound to Delta RBD-L452 in each cohort. Delta RBD-1175
L452 AUC titers were divided by Delta RBD titers (Figure 1B) in the same individuals to 1176
calculate a L452:R452 titer ratio. Each symbol represents an individual. Two-sided P 1177
values from t-test statistics were calculated for pairwise differences using one-way 1178
ANOVA. Post hoc testing for multiple comparisons between draws was performed using 1179
Tukey’s multiple comparisons test. P values greater than 0.05 are not depicted. (B) A 1180
chimeric protein (Delta NTD-WuHu1 S1) was generated in which Delta NTD mutated 1181
epitopes (T19R, G142D, E156-, F157-, R158G) were incorporated into the otherwise 1182
WuHu1 S1 backbone. ELISAs were used to quantify serum antibodies that bound to 1183
Delta NTD-WuHu1 S1 in each cohort. Delta RBD-L452 AUC titers were divided by their 1184
Delta RBD (Supplemental Fig 1A) titer to calculate a WuHu1 NTD:Delta NTD titer ratio. 1185
Each symbol represents an individual. Two-sided P values from t-test statistics were 1186
calculated for pairwise differences using one-way ANOVA. Post hoc testing for multiple 1187
comparisons between draws was performed using Tukey’s multiple comparisons test. P 1188
values greater than 0.05 are not depicted. (C) LIBRA-seq plots of isotype-switched 1189
memory B cells enriched for Spike-binding specificities from primary Delta infections. 1190
Read count thresholds to determine positivity were set using samples in which cells 1191
lacking Spike-binding specificities were sorted and sequenced. Plots are concatenated 1192
from ten individuals. (D) Quantification of Delta RBD-specific and Delta NTD-specific 1193
memory B cells (MBCs) in individuals that experienced a primary Delta infection. Lines 1194
61
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connect specificities within the same individual. Delta RBD-specific cells were classified 1195
by cells that had Delta RBD read counts of greater than 160 and WuHu1 S1 read 1196
counts of less than 35. Delta NTD-specific cells were classified by cells that had Delta 1197
NTD-WuHu1 S1 read counts of greater than 23 and WuHu1 S1 read counts of less than 1198
35. Two-sided P values were calculated for pairwise differences using paired t-tests.1199
1200
1201
1202
1203
1204
62
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Figure 4
63for use under a CC0 license.
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Figure 4. Primary and recall antibody responses to Wuhan and BA.1 strains of 1205
SARS-COV-2. (A) Virus neutralization assays were performed using the WA-1 and 1206
BA.1 isolates of SARS-CoV-2. Serial 1:3 dilutions of serums were performed and tested 1207
for the ability to prevent plaque formation on Vero cells. The lowest concentration 1208
capable of preventing more than 90% of plaques was considered to the PRNT90 value. 1209
Each symbol represents an individual. Two-sided P values from t-test statistics were 1210
calculated for pairwise differences using two-way ANOVA. Post hoc testing for multiple 1211
comparisons between draws was performed using Tukey’s multiple comparisons test. P 1212
values greater than 0.05 are not depicted. (B) Quantitative titers of Wuhu1 and BA.1 1213
RBD antibodies. Serum was initially diluted 1:60, serially diluted 1:3, assessed by 1214
ELISA for binding to the listed antigens, and area under the curve (AUC) values were 1215
calculated. Each symbol represents an individual. WuHu1 AUC values were divided by 1216
their BA.1 RBD AUC titer in the same individual to calculate a ratio in the rightmost 1217
panel. Two-sided P values from t-test statistics were calculated for pairwise differences 1218
using one-way ANOVA. Post hoc testing for multiple comparisons between draws was 1219
performed using Tukey’s multiple comparisons test. P values greater than 0.05 are not 1220
depicted. 1221
1222
1223
64
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Figure 5
65for use under a CC0 license.
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Figure 5. WuHu1 and BA.1 Memory B cell flow cytometric analysis and 1224
quantification. (A) Representative flow cytometric plots of Wuhu1 and BA.1 RBD-1225
specific memory B cells (full gating strategy shown in Figure S3) in naïve, vaccinated 1226
only, primary BA.1 infection, and post-vaccination BA.1 infection cohorts. Cells that bind 1227
both WuHu1 RBD and BA.1 RBD are annotated as cross-reactive RBD+, whereas cells 1228
that bind only WuHu1 RBD or BA.1 RBD are annotated as WuHu1 RBD+ or BA.1 1229
RBD+, respectively. (B) Quantification of isotype-switched memory B cells for Wuhu1 1230
RBD+, BA.1 RBD+ and cross-reactive RBD+ specificities for each cohort of SARS-CoV-1231
2 immune histories. Each symbol represents an individual. Two-sided P values from t-1232
test statistics were calculated for pairwise differences using one-way ANOVA. Post hoc 1233
testing for multiple comparisons between draws was performed using Tukey’s multiple 1234
comparisons test. P values greater than 0.05 are not depicted. (C) Representative flow 1235
cytometric plots of Wuhu1 and BA.1 Spike-specific memory B cells (full gating strategy 1236
shown in Figure S3) in naïve, vaccinated only, primary BA.1 infection, and post-1237
vaccination BA.1 infection cohorts. Cells that bind both WuHu1 RBD and BA.1 Spike 1238
are annotated as cross-reactive Spike+, whereas cells that bind only WuHu1 Spike or 1239
BA.1 Spike are annotated as WuHu1 Spike+ or BA.1 Spike+, respectively. (D) 1240
Quantification of isotype-switched memory B cells for Wuhu1 Spike+, BA.1 Spike+ and 1241
cross-reactive Spike+ specificities for each cohort of SARS-CoV-2 immune histories. 1242
Each symbol represents an individual. Two-sided P values from t-test statistics were 1243
calculated for pairwise differences using one-way ANOVA. Post hoc testing for multiple 1244
comparisons between draws was performed using Tukey’s multiple comparisons test. P 1245
values greater than 0.05 are not depicted. 1246
66
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Figure 6
67for use under a CC0 license.
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Figure 6. Frequency of WuHu1- and BA.1-specific memory B cells before and after 1247
BA.1 infection. (A) Frequencies of isotype-switched memory B cells with Wuhu1 1248
RBD+, BA.1 RBD+ and cross-reactive RBD+ specificities in both unvaccinated and 1249
vaccinated individuals before and after BA.1 infection. Lines connect the same 1250
individual from pre-infection frequency to post-infection frequency. In primary infections, 1251
pre-infection blood draws were taken on average 75.6 days before infection and post-1252
infection blood draws occurred on 37.8 days after infection. In post-vaccination 1253
infections, pre-infection blood draws were taken on average 87.6 days before infection 1254
and post-infection draws were taken an average of 38.3 days after infection. Individuals 1255
that received a vaccine after the pre-infection draw were excluded from analysis. P 1256
values were calculated using Wilcoxon matched-pairs signed rank test on each row and 1257
post hoc testing for multiple comparisons between draws was performed using two-1258
stage linear step-up procedure of Benjamini, Krieger and Yekutieli. P values greater 1259
than 0.05 are not depicted. (B) Frequencies of isotype-switched memory B cells with 1260
Wuhu1 Spike+, BA.1 Spike+ and cross-reactive Spike+ specificities in both 1261
unvaccinated and vaccinated individuals before and after BA.1 infection. Lines connect 1262
the same individual from pre-infection frequency to post-infection frequency. P values 1263
were calculated using Wilcoxon matched-pairs signed rank test on each row and post 1264
hoc testing for multiple comparisons between draws was performed using two-stage 1265
linear step-up procedure of Benjamini, Krieger and Yekutieli. P values greater than 0.05 1266
are not depicted. 1267
1268
1269
68
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Figure 7
69for use under a CC0 license.
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Figure 7. Correlations of pre-infection and post-infection BA.1-specific antibody, 1270
T and B cell responses. (A) Correlation of pre-infection cross-reactive Spike MBCs 1271
(calculated as in Figure 5C) plotted against the frequency of post-infection BA.1 Spike 1272
MBCs (calculated as in Figure 5C) in individuals that experienced a post-vaccination 1273
BA.1 infection. Pearson correlation analysis was performed. Pre-infection blood draws 1274
were taken on average 87.6 days before infection and post-infection draws were taken 1275
an average of 38.3 days after infection. Individuals that received a vaccine after the pre-1276
infection draw were excluded from analysis. (B) Correlation of post-infection cross-1277
reactive Spike MBCs (calculated as in Figure 6B) plotted against the frequency of post-1278
infection BA.1 Spike MBCs (calculated as in Figure 5C) in individuals that experienced a 1279
post-vaccination BA.1 infection. Pearson correlation analysis was performed. (C) 1280
Correlation of pre-infection BA.1 neutralizing antibody titer (calculated as in Figure 4a) 1281
plotted against post infection BA.1 Spike MBCs (calculated as in Figure 5c) in 1282
individuals that experienced a post-vaccination BA.1 infection. Pearson correlation 1283
analysis was performed. (D) Correlation of pre-infection BA.1 Spike-specific T cells as 1284
measured by IFNg ELISPOTs plotted against post-infection BA.1 Spike MBCs in 1285
individuals that experienced a post-vaccination BA.1 infection. Pearson correlation 1286
analysis was performed. 1287
1288
1289
70
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Figure S1
71for use under a CC0 license.
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Figure S1. Test All, Test Smart (TATS) symptom report. (A) Percentage of 1290
individuals from each TATS cohort that reported experiencing various respiratory/cold 1291
symptoms in study entry survey. (B) Reported days until symptoms resolved for each 1292
TATS cohort. Two-sided P values from t-test statistics were calculated for pairwise 1293
differences using one-way ANOVA. Post hoc testing for multiple comparisons between 1294
draws was performed using Tukey’s multiple comparisons test. P values greater than 1295
0.05 are not depicted. 1296
1297
72
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Figure S2
73for use under a CC0 license.
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Figure S2. PANGO-lineage assignments from TATS PCR positive individuals. (A) 1298
Delta or BA.1 PANGO-lineage assignments after SARS-CoV-2 viral amplicon 1299
sequencing (Integrated DNA Technologies). Unassigned sequences could not be 1300
assigned to a PANGO-lineage due to insufficient viral RNA recovery and low sequence 1301
coverage. (B) PANGO-lineage assignments of all TATS samples submitted during the 1302
period of Delta cohort recruitment, July 1, 2021-December 1, 2021 (left panel) or during 1303
the period of BA.1 cohort recruitment, January 1, 2022-March 31, 2022 (right panel). 1304
Unassigned sequences could not be assigned a lineage due to insufficient viral RNA 1305
recovery and low sequence coverage. 1306
74
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Figure S3
75for use under a CC0 license.
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Figure S3. Primary and recall antibody responses to Wuhan and Delta strains of 1307
SARS-COV-2. Quantitative titers of WuHu1- and Delta S1-specific antibodies. Serum 1308
was initially diluted 1:60, serially diluted 1:3, assessed by ELISA for binding to the listed 1309
antigens, and area under the curve (AUC) values were calculated. Each symbol 1310
represents an individual. WuHu1 AUC values were divided by their Delta AUC titer in 1311
the same individual to calculate a WuHu1:Delta S1 ratio in the rightmost panel. Two-1312
sided P values from t-test statistics were calculated for pairwise differences using one-1313
way ANOVA. Post hoc testing for multiple comparisons between draws was performed 1314
using Tukey’s multiple comparisons test. P values greater than 0.05 are not depicted. 1315
1316
1317
1318
1319
76
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Figure S4
primary Delta
post-vaccination Delta
77
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Figure S4. Flow cytometric gating strategy with Delta S1 and WuHu1 S1 1320
tetramers. Examples of a sample from a primary Delta infection (top) and post-1321
vaccination Delta infection (bottom) are shown. 1322
1323
78
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Figure S5
79for use under a CC0 license.
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Figures S5. LIBRA-seq analysis in primary and post-vaccination Delta infections 1324
and quantification of somatic mutations. (A) A chimeric protein (Delta NTD-WuHu1 1325
S1) was generated in which Delta NTD mutated epitopes (T19R, G142D, E156-, F157-, 1326
R158G) were incorporated into the otherwise WuHu1 S1 backbone. Quantification of 1327
Delta RBD-specific (left) and Delta NTD-specific memory B cells (right) in individuals 1328
that experienced a post-vaccination Delta infection. Delta RBD-specific cells were 1329
classified by cells that had Delta RBD read counts of greater than 300 and WuHu1 S1 1330
read counts of less than 35. Delta NTD-specific cells were classified by cells that had 1331
Delta NTD-WuHu1 S1 read counts of greater than 23 and WuHu1 S1 read counts of 1332
less than 35. Read count thresholds to determine positivity were set using samples in 1333
which cells lacking Spike-binding specificities were sorted and sequenced. Plots are 1334
concatenated from ten individuals. (B) Somatic mutations were calculated using the 1335
observedMutations command in the Shazam Immcantation package in R. Specificities 1336
of cells are determined using the same cutoffs described in Figure S3A and 3D. (C) 1337
Quantification of somatic mutations of all Spike specific cells subjected to scRNAseq 1338
from either ten primary or post-vaccination Delta infections. 1339
1340
1341
1342
1343
1344
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Figure S6
uninfected
post-infection
0.0
0.5
1.0
1.5OD450
⍺-Nucleocapsid 1:60 Titer
81
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Figure S6. anti-Nucleocapsid titers in uninfected individuals. Individuals with ⍺-1345
Nucleocapsid titers of greater than 0.6 at a1:60 serum dilution were considered 1346
previously infected and excluded from the study. 1347
1348
1349
82
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Figure S7
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Figure S7. Flow cytometric gating strategy with BA.1 RBD, BA.1 Spike, WuHu1 1350
RBD and WuHu1 Spike tetramers. An example of a sample from a post-vaccination 1351
BA.1 infection is shown. 1352
1353
1354
84
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Figure S8
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Figure S8. WuHu1 and BA.1 Memory B cell flow cytometric quantification. (A) 1355
Cells that bind both WuHu1 RBD and BA.1 RBD are annotated as cross-reactive RBD+, 1356
whereas cells that bind only WuHu1 RBD or BA.1 RBD are annotated as WuHu1 RBD+ 1357
or BA.1 RBD+, respectively. Quantification of isotype-switched memory B cells as a 1358
percentage of total PBMCs for Wuhu1 RBD+, BA.1 RBD+ and cross-reactive RBD+ 1359
specificities for each cohort of SARS-CoV-2 immune histories. Each symbol represents 1360
an individual. Two-sided P values from t-test statistics were calculated for pairwise 1361
differences using two-way ANOVA. Post hoc testing for multiple comparisons between 1362
draws was performed using Tukey’s multiple comparisons test. P values greater than 1363
0.05 are not depicted. (B) Cells that bind both WuHu1 RBD and BA.1 Spike are 1364
annotated as cross-reactive Spike+, whereas cells that bind only WuHu1 Spike or BA.1 1365
Spike are annotated as WuHu1 Spike+ or BA.1 Spike+, respectively. Quantification of 1366
isotype-switched memory B cells for Wuhu1 Spike+, BA.1 Spike+ and cross-reactive 1367
Spike+ specificities for each cohort of SARS-CoV-2 immune histories. Each symbol 1368
represents an individual. Two-sided P values from t-test statistics were calculated for 1369
pairwise differences using two-way ANOVA. Post hoc testing for multiple comparisons 1370
between draws was performed using Tukey’s multiple comparisons test. P values 1371
greater than 0.05 are not depicted. 1372
1373
86
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Table 1
vaccinated only
(statewide antibody
testing initiative)
(n=74)
primary Delta
(n=12)
post-vaccination
Delta (n=37)
vaccinated only
(TATS) (n=62)
primary
BA.1 (n=69)
post-
vaccination
BA.1 (n=62)
Age 38.0 (32.0, 54.0) 21.9 (20.2, 40.7) 23.3 (18.6, 65.8) 31.9 (18.6, 65.0) 44 (25, 62) 40 (19, 71.5)
Mean (s.d.)
Sex
Male 22 (32%) 5 (42%) 8 (22%) 24 (39%) 24 (39%)
Female 52 (68%) 7 (58%) 29 (78%) 37 (60%) 34 (55%)
Prior COVID infection
Yes 12 (100%) 37 (100%) 69 (100%) 64 (100%)
No 74 (100%)
Time since COVID infection 67.5 days (32,
99.3)
71.5 days (48.5,
89.5)
40 days (31,
44.5)
54.4 days
(34.5, 71)
paired pre- and post- infection samples 10 21
Time from vaccination to pre- infection
draw
138 (32.5,
217)
Time from pre- infection draw to
infection
73.3 days
(30, 99)
112 days
(33, 187)
Time from infection to post- infection
draw
42.7 days
(29.5, 47.5)
44.8 days
(34, 49.3)
COVID Vaccination 37 0 37 62 0 62
# of shots
2 37 (100%) 37 (100%) 16 (26%) 13 (20%)
3 46 (74%) 15 (23%)
4 3 (5%)
time since vaccination 135.6 days (126, 270) 273.9 days (56,
317)
176.0 days
(113.5, 188)
192.2 days
(107, 302.3)
87
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Table 1. Characteristics of cohorts 1374
Interquartile range (IQR) is listed in parentheses unless otherwise stated in the table. 1375
1376
88
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