Results
Demographics
A total of 574 women achieved a clinical pregnancy during the first pandemic wave from 7 December 2022 to 7 January 2023. Among them, 132 (23%) claimed to have never been infected with COVID-19, while 434 women tested positive for SARS-CoV-2, and 8 women were lost to follow-up. All cases of infection occurred in December 2022. Out of the 132 uninfected women, 61 had household contacts with a COVID-19 diagnosis. Among those who contracted SARS-CoV-2, 72 were infected with the virus beyond the first trimester. Furthermore, ten pregnant women experienced a miscarriage prior to contracting COVID-19, while six women exhibited COVID-19 symptoms but were not formally tested. Consequently, a total of 346 pregnant women with first-trimester COVID-19 infection were included in the final analysis. Figure 1 illustrates a flow chart of the study population.
The data presented in Table 1 depicts the baseline and treatment characteristics. In the group affected by COVID-19, the average maternal age was slightly higher compared to the control cohort (33.03 ± 4.54 years vs. 32.36 ± 4.43 years; P = 0.022). While the majority of women in both groups were nulliparous, there was a significant difference in parity status (88.3% vs. 83.5%; P = 0.006). Other demographic factors such as BMI, gravidity, infertility cause and duration, and prior early miscarriage rates were similar between the two groups. In terms of parameters related to FET, no significant differences were observed in terms of embryo transfer rank, fertilization method, endometrial thickness, endometrial preparation method, number of embryos transferred, and embryo quality. However, there was a significant difference in the developmental stage of embryos at transfer, with a higher percentage of patients in the control group receiving day-3 embryo transfers compared to the COVID-19-infected group (74.9% vs. 66.8%, P = 0.006).
Table 1.
| Group | Control group | Infected group | P value |
|---|---|---|---|
| Patient | n = 705 | n = 346 | |
| Age at embryo transfer (years) | 32.36 ± 4.43 | 33.03 ± 4.54 | 0.022a |
| BMI (kg/m2) | 22.31 ± 3.32 | 22.73 ± 3.67 | 0.066a |
| Infertility duration (years) | 3.10 ± 2.86 | 3.23 ± 2.87 | 0.498a |
| Gravidity | 0.965b | ||
| 0 | 378(53.6) | 187(54.0) | |
| 1 | 160(22.7) | 76(22.0) | |
| ≥ 2 | 167(23.7) | 83(24.0) | |
| Parity | 0.006b | ||
| 0 | 631(88.3) | 289(83.5) | |
| ≥ 1 | 74(10.5) | 57(16.5) | |
| Prior early miscarriage | 0.662b | ||
| 0 | 618(87.7) | 300(86.7) | |
| ≥ 1 | 87(12.3) | 46(13.3) | |
| Main infertility cause | 0.492b | ||
| Tubal | 218(30.9) | 99(28.6) | |
| PCOS | 105(14.9) | 51(14.7) | |
| Endometriosis | 56(7.9) | 38(11.0) | |
| DOR | 84(11.9) | 37(10.7) | |
| Male | 162(23.0) | 88(25.4) | |
| Unexplained | 80(11.3) | 33(9.5) | |
| Embryo transfer rank | 0.332b | ||
| 1 | 316(44.8) | 157(45.4) | |
| 2 | 229(32.5) | 99(28.6) | |
| ≥ 3 | 160(22.7) | 90(26.0) | |
| Fertilization method | 0.150b | ||
| IVF | 352(49.9) | 153(44.2) | |
| ICSI | 236(33.5) | 122(35.3) | |
| IVF + ICSI | 117(16.6) | 71(20.5) | |
| Endometrial thickness (mm) | 11.04 ± 2.40 | 10.94 ± 2.56 | 0.536a |
| Endometrial preparation | 0.151b | ||
| Modified natural cycle | 214(30.4) | 115(33.2) | |
| Stimulated cycles | 218(30.9) | 87(25.1) | |
| Hormonal replacement | 273(38.7) | 144(41.6) | |
| Number of embryos transferred | 0.300b | ||
| 1 | 278(39.4) | 125(36.1) | |
| 2 | 427(60.6) | 221(63.9) | |
| Embryo developmental stage | 0.006b | ||
| Day 3 | 528(74.9) | 231(66.8) | |
| Day 5/6 | 177(25.1) | 115(33.2) | |
| Embryo quality at transfer of best embryo transferred (%) | 0.810b | ||
| Grade 1 (good-quality) | 637(90.4) | 311(89.9) | |
| Grade 2 (poor-quality) | 68(9.6) | 35(10.1) |
Data are presented as mean ± SD or n (%)
aStudent’s t test
bχ2 test
Reproductive outcomes are detailed in Table 2. The incidence of early miscarriage in the COVID-19 infected group was comparable to that of the control cohort in the crude analysis (11.6% vs. 13%; P = 0.494) (odds ratio (OR), 0.87; 95% confidence interval (CI), 0.59–1.29). Furthermore, even after adjusting for all covariates in the multivariate regression analyses, no significant differences in early miscarriage rates were observed (adjusted OR (aOR), 0.80; 95% CI: 0.52–1.21; P = 0.283). A total of 587 and 295 live births (including twins and singletons) were born in the control and infected groups, respectively.
Table 2.
| Group | Control group | Infected group | P value |
|---|---|---|---|
| n = 705 | n = 346 | ||
| Early miscarriage | 92 (13.0) | 40 (11.6) | |
| OR (95% CI) | Ref | 0.87 (0.59–1.29) | 0.494 |
| aOR (95% CI)a | Ref | 0.80 (0.52–1.21) | 0.283 |
| Ongoing pregnancy | 613 (87.0) | 306 (88.4) | |
| OR (95% CI) | Ref | 1.15 (0.77–1.71) | 0.494 |
| aOR (95% CI)a | Ref | 1.26 (0.83–1.91) | 0.283 |
| Live birth | 587 (83.3) | 295 (85.3) | |
| OR (95% CI) | Ref | 1.16 (0.81–1.66) | 0.408 |
| aOR (95% CI)a | Ref | 1.30 (0.89–1.89) | 0.173 |
aAnalyses were adjusted for age, BMI, infertility duration, gravidity, parity, prior early miscarriage, main infertility cause, embryo transfer rank, fertilization method, endometrial thickness, endometrial preparation, number of embryos transferred, embryo developmental stage, and embryo quality at transfer of best embryo transferred
Maternal outcomes of each study cohort are shown in Tables 3 and 4. Compared to the control group, pregnancies derived from the infected group did not increase the risks of GDM (aOR, 1.27; 95% CI: 0.74–2.17; P = 0.391), HDP (aOR, 1.07; 95% CI: 0.44–2.57; P = 0.887), placenta previa (aOR, 2.86; 95% CI: 0.89–9.25; P = 0.079), PPROM (aOR, 0.57; 95% CI: 0.24–1.38; P = 0.214) as well as cesarean section (aOR, 0.78; 95% CI: 0.53–1.09; P = 0.138) after correction for several key confounders.
Table 3.
| Control group | Infected group | P value | |
|---|---|---|---|
| n = 499 | n = 245 | ||
| Gestational diabetes mellitus | 41 (8.2) | 29 (11.8) | 0.112a |
| Hypertensive disorders of pregnancyb | 17 (3.4) | 11 (4.5) | 0.466a |
| Placenta previa | 6 (1.2) | 7 (2.9) | 0.105a |
| Preterm premature rupture of the membrane | 22 (4.4) | 8 (3.3) | 0.456a |
| Caesarean section | 351 (70.3) | 165 (67.3) | 0.405a |
aχ2 test
bIncluding pregnancy-induced hypertension and pre-eclampsia
Table 4.
| OR (95% CI) | P value | AOR (95% CI) | P value | |
|---|---|---|---|---|
| Gestational diabetes mellitusa | 1.50 (0.91–2.48) | 0.114 | 1.27 (0.74–2.17) | 0.391 |
| Hypertensive disorders of pregnancya | 1.33 (0.61–2.89) | 0.467 | 1.07 (0.44–2.57) | 0.887 |
| Placenta praeviaa | 2.41 (0.80–7.27) | 0.116 | 2.86 (0.89–9.25) | 0.079 |
| Preterm premature rupture of the membranea | 0.73 (0.32–1.67) | 0.458 | 0.57 (0.24–1.38) | 0.214 |
| Caesarean sectionb | 0.87 (0.63–1.21) | 0.405 | 0.78 (0.53–1.09) | 0.138 |
aAnalyses were adjusted for age, BMI, infertility duration, gravidity, parity, prior early miscarriage, main infertility cause, embryo transfer rank, fertilization method, endometrial thickness, endometrial preparation, number of embryos transferred, embryo developmental stage and embryo quality at transfer of best embryo transferred
bAnalyses were adjusted for age, BMI, infertility duration, gravidity, parity, prior early miscarriage, main infertility cause, embryo transfer rank, fertilization method, endometrial thickness, endometrial preparation, number of embryos transferred, embryo developmental stage and embryo quality at transfer of best embryo transferred, gestational diabetes, hypertensive disorder of pregnancy, placenta previa, preterm premature rupture of membranes
There were 499 and 245 singletons, resulting from the control and infected groups, respectively. As shown in Tables 5 and 6, comparisons between the two groups did not reveal any significant difference in terms of gestational age (38.28 ± 1.67 weeks vs. 38.10 ± 1.52 weeks, P = 0.149), mean birthweight (3306.65 ± 503.00 g vs. 3248.80 ± 458.09 g, P = 0.13), birthweight Z scores (0.30 ± 1.04 vs. 0.20 ± 0.98, P = 0.21) and the distribution of newborn gender (P = 0.983). Moreover, the prevalences of PTB (aOR, 1.07; 95% CI: 0.45–2.56; P = 0.878), LBW (aOR, 0.54; 95% CI: 0.18–1.60; P = 0.269), macrosomia (aOR, 0.78; 95% CI: 0.40–1.50; P = 0.45), SGA (aOR, 0.70; 95% CI: 0.30–1.61; P = 0.396), LGA (aOR, 0.79; 95% CI: 0.52–1.20; P = 0.27), and congenital malformations (aOR, 1.38; 95% CI: 0.40–4.71; P = 0.61) were all similar between the two cohorts in both the unadjusted and confounder-adjusted analyses.
Table 5.
| Control group | Infected group | P value | |
|---|---|---|---|
| n = 499 | n = 245 | ||
| Gestational age | 38.28 ± 1.67 | 38.10 ± 1.52 | 0.149a |
| PTB | 46 (9.2) | 23 (9.4) | 0.940b |
| Babies born | 499 | 245 | |
| Gender | 0.983b | ||
| Female | 244 (48.9) | 120 (49.0) | |
| Male | 255 (51.1) | 125 (51.0) | |
| Birthweight | 3306.65 ± 503.00 | 3248.80 ± 458.09 | 0.130a |
| Z score | 0.30 ± 1.04 | 0.20 ± 0.98 | 0.210a |
| LBW (< 2500 g) | 26 (5.2) | 11 (4.5) | 0.671b |
| Macrosomia (≥ 4000 g) | 38 (7.6) | 15 (6.1) | 0.457b |
| SGA ( 90th percentile) | 108 (21.6) | 46 (18.8) | 0.364b |
| Congenital malformations | 9 (1.8) | 7 (2.9) | 0.352b |
Data are mean ± SD or n (%)
aStudent’s t test
bχ2 test
PTB Preterm birth; LBW low birth weight; SGA small for gestational age; LGA large for gestational age
Table 6.
| OR (95% CI) | P value | AOR (95% CI) | P value | |
|---|---|---|---|---|
| PTB (< 37 week) | 1.02 (0.60–1.73) | 0.940 | 1.07 (0.45–2.56) | 0.878 |
| LBW (< 2500 g) | 0.86 (0.42–1.76) | 0.671 | 0.54 (0.18–1.60) | 0.269 |
| Macrosomia (≥ 4000 g) | 0.79 (0.43–1.47) | 0.458 | 0.78 (0.40–1.50) | 0.450 |
| SGA ( 90th percentile) | 0.84 (0.57–1.23) | 0.365 | 0.79 (0.52–1.20) | 0.270 |
| Congenital malformations | 1.60 (0.59–4.35) | 0.356 | 1.38 (0.40–4.71) | 0.610 |
Analyses were adjusted for age, BMI, infertility duration, gravidity, parity, prior early miscarriage, main infertility cause, embryo transfer rank, fertilization method, endometrial thickness, endometrial preparation, number of embryos transferred, embryo developmental stage and embryo quality at transfer of best embryo transferred, gestational diabetes, hypertensive disorder of pregnancy, placenta previa, preterm premature rupture of membranes
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The datasets used and analysed during the current study are available from the corresponding author on reasonable request.