Results
187
188
Our initial search identified a total of 1603 papers and 523 studies were excluded after 189
screening by titles and abstracts. After full-text evaluation, 217 and 99 studies were included 190
in the systematic review and meta-analysis, respectively. The PRISMA (Preferred Reporting 191
Items for Systematic Reviews and Meta-analyses) flowchart was illustrated in Figure 1. 192
Inclusion and exclusion criteria 193
All COVID-19, SARS and MERS studies that evaluated the mental health of pregnant 194
women that may or may not have gynaecological conditions that were reported in English 195
between December 2000 – July 2021 were included. All other studies were excluded from 196
this analysis. 197
Characteristics of studies 198
A total of 217 COVID-19 studies were included and 99 studies were meta-analysed. These 199
studies were reported from various parts of t he world, as indicated in the characteristics 200
Table 1. We did not identify SARS and MERS studies that were suitably aligned to the 201
eligibility criteria of our study. 202
Study design, source of data, data collection method and sample size 203
All 217 studies used different study designs; 107 cross-sectional, 7 cohort and 7 case 204
controlled. A total of 23 qualitative studies us ed self-reported methods of data collection. All 205
studies reported a variety of mental health symptoms. Real-world data from hospital 206
admissions were used in 5 studies whilst 2 extracted data from patient medical records. The 207
217 study pool comprised of a sample of 638,889 pregnant women whilst 6898 were within 208
90 days of delivery. The sample sizes used within the studies varied considerably; 129 209
comprised of approximately 500, 40 with 500–999, 18 with 1000–1999 and 24 ≥ 2000 210
women. 211
Stages of pregnancy assessed 212
A total of 99 studies reported pregnant women during their first, second and third trimester. 213
Site of data collection 214
Many studies reported that data collection took place during routine antenatal or postnatal 215
visits in outpatient departments, tertiary/provincial hospitals, secondary level or district 216
hospitals and primary healthcare facility level. 217
Of the 217 systematically included studies, 64 reported data on depression, 82 on anxiety, 218
20 on stress, 7 on PTSD, and 8 on sleep disorder. Detailed characteristics of the 219
systematically included studies and those meta-analysed are listed in Table 1 and 2 (table 2 220
supplementary material). 221
222
223
224
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6
225
Table 1. 217 studies in systematic review and meta-analysis 226
227
ID Authors Publication
Year
Country Sample
size
p-value
1 Wu Y 2020 China 1285 0.01
2 Duranku ş F 2020 Turkey 260 N/A
3 Moyer CA 2020 United States 2740 p<0.001
4 Zanardo V 2020 Italy 91 p<0.001
5 López-Morales H 2021 Argentina 43 N/A
6 Salehi L 2020 Iran 220 N/A
7 Pariente G 2020 Israel 223 0.002
8 Ostacoli L 2020 Italy 163 N/A
9 Ravaldi C 2021 Italy 200 p<0.001
10 Zhou Y 2020 China 544 N/A
11 Kahyaoglu Sut H 2021 Turkey 403 N/A
12 Hui PW 2021 Hong Kong (China) 925 p<0.05
13 Oskovi-Kaplan ZA 2021 Turkey 223 N/A
14 Sinaci S 2020 Turkey 246 N/A
15 Dong H 2021 China 156 N/A
16 Hocaoglu M 2020 Turkey 283 p=0.01
17 Liang P 2020 China 845 N/A
18 Preis H 2020 US 4451 N/A
19 Yue C 2021 China 308 N/A
20 Maharlouei N 2020 Iran 540 N/A
21 Medina-Jimenez V 2020 Mexico 503 N/A
22 Ceulemans M 2020 Belgium 3445 N/A
23 Milne SJ 2020 Ireland 70 N/A
24 Matsushima M 2020 Japan 1777 N/A
25 Ceulemans M 2021 Ireland, Norway, Switzerland,
the Netherlands, and the UK
3545 N/A
26 Gildner TE 2020 US 1856 N/A
27 Shayganfard M 2020 Iran 103 N/A
28 Yassa M 2020 Turkey 203 N/A
29 Silverman ME 2020 US 516 p<0.001
30 Muhaidat N 2020 Jordan 944 N/A
31 Thayer ZM 2021 US 2099 N/A
32 Jiang H 2021 China 1873 N/A
33 Zhang Y 2021 China 560 N/A
34 Mayeur A 2020 France 88 N/A
35 Lin W 2021 China 751 N/A
36 Zhang CJP 2020 China 1901 N/A
37 Yang X 2021 Chinese 19515 N/A
38 Khamees RE 2021 Egypt 120 p<0.001
39 Lorentz MS 2021 Brazil 50 p=0.004
(comparing
scores)
p=0.062
(comparing
prevalence)
40 Silverman ME 2020 US 485 N/A
41 Akgor U 2021 Turkey 297 N/A
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7
42 Shahid A 2020 Pakistan 552 N/A
43 Preis H 2020 US 788 N/A
44 Dagklis T 2020 Greece 269 p<0.001
45 Ionio C 2021 Italy 40 N/A
46 Esteban-Gonzalo S 2021 Spain 353 N/A
47 Koyucu RG 2021 Turkey 729 N/A
48 Overbeck G 2021 Denmark 330 0.2209
49 Kachi Y 2021 Japan 270 N/A
50 Mariño-Narvaez C 2021 Spain 75 p=0.038
51 Liu J 2021 US 715 N/A
52 Smith CL 2021 USA 83 N/A
53 Cao Y 2021 China 298 N/A
54 Mappa I 2021 Italy 161 p<0.0001
55 Mehdizadehkashi A 2021 Iran 300 N/A
56 Yirmiya K 2021 Israel 1114 N/A
57 Xie M 2021 China 689 p=0.03
58 Ge Y 2021 China 446 N/A
59 López-Morales H 2021 Argentina 102 N/A
60 Puertas-Gonzalez JA 2021 Spain 100 p=0.025
61 Çolak S 2021 Turkey 149 N/A
62 Xu K 2021 China 274 N/A
63 Zilver SJM 2021 Netherlands 1102 p=0.14(compa
ring
prevalence)/p
=0.03(compari
ng score)
64 Maharlouei N 2021 Iran 540 N/A
65 Harrison V 2021 UK 205 N/A
66 Saadati N 2021 Iran 300 N/A
67 Wang Q 2021 China 15428 N/A
68 Behmard V 2021 Iran 801 N/A
69 King LS 2021 US 725 p<0.001
70 Nurrizka RH 2021 Indonesia 120 N/A
71 Jelly P 2021 India 333 N/A
72 Wang Q 2021 China 19515 N/A
73 Zhang Y 2021 China 1794 N/A
74 Masjoudi M 2021 Iran 215 N/A
75 Shangguan F 2021 China 2120 N/A
76 T sakiridis I 2021 Greece 505 N/A
77 Brik M 2021 Spain 164 N/A
78 Effati-Daryani F 2021 Iran 437 N/A
79 Boekhorst MGBM 2021 Netherlands 265 N/A
80 An R 2021 China 209 N/A
81 Lubián López DM 2021 Spain 514 N/A
82 Maleki A 2021 Iran 2336 N/A
83 Khoury JE 2021 Canada 304 N/A
84 Suárez-Rico BV 2021 Mexico 293 N/A
85 Korukcu O 2021 Turkey 497 p<0.0001
86 Obata S 2021 Japan 4798 N/A
87 Sakalidis VS 2021 Australia and New Zealand 233 N/A
88 Basu A 2021 64 countries 6894 N/A
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89 Kara P 2021 Turkey 445 N/A
90 Fallon V 2021 UK 614 p<0.001
91 Mo PKH 2021 China 4087 N/A
92 Wu F 2021 Shenzhen 3434 N/A
93 Ding W 2021 Wuhan 817 N/A
94 Chrzan-D ę tkoś M 2021 Poland 78 p=0.025
95 Janevic T 2021 New York 228 N/A
96 Thompson KA 2021 US 232 N/A
97 Mirzaei N 2021 Iran 200 N/A
98 Hiiragi K 2021 Japan 279 p=0.17
99 McFarland MJ 2021 US 2402 N/A
100 Zhou Y 2021 China 1266 N/A
101 Gluska H 2021 Israel 421 N/A
102 Liu CH 2021 US 628 p<0.01
103 Ramirez Biermann C 2021 US 162 N/A
104 Palalioglu RM 2021 Turkey 526 N/A
105 Molgora S 2020 Italian 389 N/A
106 Patabendige M 2020 Sri Lanka 257 N/A
107 Mollard E 2021 US 885 N/A
108 Wang J 2021 China 2235 N/A
109 Zeng X 2020 China 625 N/A
110 Miranda AR MD 2021 Argentina 305 N/A
111 Nomura R 2021 Brazil 1662 N/A
112 Davis JA 2021 US 31 N/A
113 Provenzi L 2021 Italy 163 N/A
114 Kotabagi P 2020 UK 11 N/A
115 Berthelot N 2020 Canada 1258 0.001
116 Corbett GA 2020 NA 71 N/A
117 Farrell T 2020 Qatar 288 N/A
118 Stepowicz A 2020 Poland 210 N/A
119 Mayopoulos GA 2021 United States 637 0.008
120 Liu CH 2021 United States 1123 N/A
121 Farewell CV 2020 United States 27 N/A
122 Haruna M 2020 Japan 2872 N/A
123 Bender WR 2020 United States 318 N/A
124 Aksoy Derya Y 2021 Turkey 48 N/A
125 Nodoushan RJ 2020 Iran 560 N/A
126 Mortazavi F 2021 Iran 484 N/A
127 Chasson M 2021 Israel 233 N/A
128 T aubman-Ben-Ari O 2020 Israel 233 N/A
129 Moyer CA 2021 Ghana 71 N/A
130 Dib S 2020 UK 1329 N/A
131 Qi M 2020 China 298 N/A
132 Kassaw C 2020 Ethiopia 178 N/A
133 Zheng QX 2020 China 331 N/A
134 0 2021 Brazil 1041 N/A
135 Perzow SED 2021 US 135 p<0.001
136 Pope J 2021 US,Ireland,UK 573 N/A
137 Kotabagi P 2020 UK 14 p=0.9
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138 Naurin E 2021 Sweden 0 N/A
139 Bo HX 2021 China 1309 N/A
140 Barbosa-Leiker C 2021 US 162 N/A
141 Stampini V 2021 Italy 600 N/A
142 Li C 2021 China 2201 N/A
143 Bradfield Z 2021 Australia 2840 N/A
144 Kinser PA 2021 US 524 N/A
145 Özkan Ş at S 2021 Turkey 376 N/A
146 Kawamura H 2021 Japan 297 N/A
147 Silverio SA 2021 UK 710 N/A
148 Ahlers-Schmidt CR 2020 US 114 N/A
149 de Arriba-García M 2021 Spain 754 N/A
150 Chaves C 2021 Spain 724 N/A
151 Wdowiak A 2021 Poland 50 N/A
152 Ravaldi C 2020 Italy 2448 N/A
153 Wyszynski DF 2021 64 countries 7185 N/A
154 Sbrilli MD 2021 US 199 N/A
155 Davenport MH 2020 Canada 900 p<0.01
156 Di Mascio D 2020 China,Saudia Arabia,South
Korea,United
Arab,Jordan,Canada,USA
19
157 Juan J 2020 USA,Iran,China,Italy,Spain,Pe
ru,Sweden,Turkey,Korea,Aust
ralia,Canada and France
24
158 Amaral WND 2020 China,France,US,Iran,Italy,Sp
ain,EUA,Peru,UK,
Switzerland,Netherlands,Irela
nd,Sweden,Canada,Korea
1457
159 Di Mascio D 2020 Argentina,Australia,Belgium,B
razil,Colombia,Czech
Republic,Finland,Germany,Gr
eece,Israel,Italy, North
Macedonia,Peru,Portugal,Re
public of
Kosovo,Romania,Russia,Ser
bia,Slovenia,Spain,Turkey,US
388
160 Sentilhes L 2020 Europe,Sub-Saharan
Africa,North Africa
38
161 Sahin D 2021 Turkey 533
162 Kayem G 2020 France 617
163 Adhikari EH 2020 T exas,US 252
164 Garcia Rodriguez A 2020 N/A 1
165 Islam MM 2020 N/A 235
166 Hansen JN 2021 N/A 1
167 Oltean I 2021 N/A 315
168 Wei SQ 2021 N/A 438548
169 Singh V 2021 India 132
170 Della Gatta AN 2021 China 51
171 Di Toro F 2021 N/A 1104
172 Bellos I 2021 China 158
173 Abou Ghayda R 2020 China,Italy,Iran 104
174 Remaeus K 2020 Sweden 67
175 Mullins E 2020 N/A 1606
176 Zaigham M 2020 China,Sweden,US,Korea,Hon
duras
108
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10
177 Yu N 2020 China 7
178 Galang RR 2020 N/A 12
179 Capobianco G 2020 N/A 44
180 Berthelot N 2020 Canada 1258
181 Mappa I 2020 Italy 178
182 Ayaz R 2020 N/A 63
183 Dubey P 2020 N/A 790
184 Pierce-Williams RAM 2020 USA 44
185 Gao YJ 2020 N/A 236
186 Yang R 2020 China 65
187 Yee J 2020 N/A 9032
188 Liu X 2020 China 1947
189 Novoa RH 2020 N/A 322
190 Matar R 2020 China,US,Republic of
Korea,Honduras
136
191 Gur RE 2020 America 787
192 Sakowicz A 2020 America 1317
193 T aubman-Ben-Ari O 2020 Israel 336
194 Ng QJ 2020 Singapore 324
195 Hamzehgardeshi Z 2020 Iran 318
196 Ozsurmeli M 2020 Turkey 24
197 Makvandi S 2020 N/A 68
198 Guo Y 2020 China 20
199 Karimi L 2020 N/A 571
200 Waratani M 2020 Japan 1
201 Savasi VM 2020 Italy 11
202 Effati-Daryani F 2020 Iran 205
203 Smith V 2020 N/A 92
204 Chen H 2020 China 9
205 Wang Y 2020 China 72
206 Janevic T 2021 USA 3731
207 Cao D 2020 China 10
208 Lebel C 2020 Canada 1764/175
7
209 Marín Gabriel MA 2020 Spain 11
210 Lokken EM 2020 America 155
211 Ashraf MA 2020 N/A 90
212 de Vasconcelos
Gaspar A
2021 Portugal 7
213 Huntley BJF 2020 N/A 538
214 Khoury R 2020 USA 241
215 Diriba K 2020 N/A 1316
216 Assiri A 2016 N/A 5
217 Malik A 2016 N/A 1
228
229
230
231
232
233
234
235
236
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11
Table 2. 99 studies selected for meta-analysis of depression, anxiety, stress, PTSD and sleep disorders 237
238
Authors Country Sample
Size
Publication
Year
Symptoms Measure Name
Lebel C Canada 1757/
1764
2020 Anxiety,Depression PROMIS,EPDS
Ayaz R Turkey 63 2020 Anxiety BAI
Durankuş F Turkey 260 2020 Anxiety,Depression BAI,EPDS
Liu X China 1947 2020 Anxiety SAS
Mappa I Italy 178 2020 Anxiety STAI-T ,STAI-S
López-Morales H Argentina 72 2021 Anxiety,Depression STAI-S,BDI-II
Salehi L Iran 220 2020 Anxiety CDAS
Gur RE United States 787 2020 Anxiety,Depression GAD-7,PHQ-2
Ng QJ Singapore 324 2020 Anxiety,Depression,Str
ess
DASS21-A,
DASS21-D,
DASS21-S
Effati-Daryani F Iran 205 2020 Anxiety,Depression,Str
ess
DASS21-A,
DASS21-D,
DASS21-S
Ravaldi C Italy 200 2021 Anxiety COVID-ASSESS
questionnaire
Zhou Y China 544 2020 Anxiety,Depression,PT
SD,Sleep orders
GAD-7,PHQ-
9,PCL-5,ISI
Kahyaoglu Sut H Turkey 403 2021 Anxiety,Depression HADS-A,
HADS-D
Sinaci S Turkey 200 2020 Anxiety STAI-T ,STAI-S
Dong H China 156 2021 Anxiety,Depression SAS,SDS
Hocaoglu M Turkey 283 2020 Anxiety,PTSD STAI-T ,STAI-
S/IES-R
Yue C China 308 2021 Anxiety SAS
Taubman-Ben-Ari O Israel 336 2020 Anxiety self-designed
questionnaire
Maharlouei N Iran 540 2020 Anxiety self-designed
questionnaire
Milne SJ Ireland 70 2020 Anxiety N/A
Ceulemans M Ireland, Norway,
Switzerland, the
Netherlands, and
the UK
3545 2021 Anxiety,Depression,Str
ess
GAD-7,EDS,
PSS-10
Yassa M Turkey 203 2020 Anxiety STAI-S,STAI-T
Jiang H China 1873 2021 Anxiety,Depression,Str
ess
SAS,EDS,
CPSS-14
Mayeur A France 88 2020 Anxiety self-designed
questionnaire
Lin W China 751 2021 Anxiety,Depression SAS,PHQ-9
Yang X Chinese 19515 2021 Anxiety,Depression GAD-7,PHQ-9
Akgor U Turkey 297 2021 Anxiety,Depression HADS-A,
HADS-D
Preis H US 788/4451 2020 Anxiety,Stress GAD-7,PREPS
Dagklis T Greece 269/215 2020 Anxiety,Depression STAI-S,STAI-
T/EPDS
Esteban-Gonzalo S Spain 353 2021 Anxiety STAI-S
Koyucu RG Turkey 729 2021 Anxiety,Depression,Str
ess
DASS21-A,
DASS21-D,
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12
DASS21-S
Liu J US 715 2021 Anxiety,Depression GAD-7,EPDS
Cao Y China 298 2021 Anxiety,Depression N/A
Mappa I Italy 161 2021 Anxiety STAI-T ,STAI-S
Mehdizadehkashi A Iran 300 2021 Anxiety self-designed
questionnaire
Yirmiya K Israel 1114 2021 Anxiety,Depression,Str
ess
GAD-7,PHQ-
2,PREPS
Xie M China 689 2021 Anxiety,Depression,Sl
eep disorders
SCL90-R,PSQI
Ge Y China 446 2021 Anxiety SAS
López-Morales H Argentina 102 2021 Anxiety,Depression STAI-S,BDI-II
Puertas-Gonzalez
JA
Spain 100 2021 Anxiety,Depression,Str
ess
SCL-90-R,PSS-14
Çolak S Turkey 149 2021 Anxiety,Depression,Str
ess
BAI,BDI,PSQI
Xu K China 274 2021 Anxiety,Depression,Str
ess,Sleep disorders
SAS,EPDS,CPSS,
PSQI
Zilver SJM Netherlands 1102 2021 Anxiety,Depression,Str
ess
HADS-A,HADS-
D,PSS-10
Maharlouei N Iran 540 2021 Anxiety,Depression,Str
ess
DASS21-A,
DASS21-D,
DASS21-S
Harrison V UK 205 2021 Anxiety,Depression PASS,EPDS
Saadati N Iran 300 2021 Anxiety HAQ
Wang Q China 15428 2021 Anxiety,Depression GAD-7,PHQ-9
Behmard V Iran 801 2021 Anxiety CDAS
Hamzehgardeshi Z Iran 318 2021 Anxiety,Depression PRAQ,EPDS
Jelly P India 333 2021 Anxiety GAD-7
Wang Q China 19515 2021 Anxiety,Depression GAD-7,PHQ-9
Zhang Y China 1794/560 2021 Anxiety,Stress SAS,IES
Masjoudi M Iran 215 2021 Anxiety,Stress CDAS,PSS-14
Shangguan F China 2120 2021 Anxiety,Stress GAD-7,PSS
Tsakiridis I Greece 505 2021 Anxiety,Depression STAI-S,STAI-
T/EPDS
Brik M Spain 109/164 2021 Anxiety STAI-S,STAI-
T/EPDS
Effati-Daryani F Iran 437 2021 Anxiety,Depression,Str
ess
DASS21-A,
DASS21-D,
DASS21-S
Lubián López DM Spain 514 2021 Anxiety STAI-S,STAI-
T/EPDS
Maleki A Iran 2336 2021 Anxiety GAD-7
Khoury JE Canada 304 2021 Anxiety,Depression,Str
ess,Sleep disorders
GAD-7,CES-
D,PSS-10,ISI
Suárez-Rico BV Mexico 293 2021 Anxiety STAI-T
Obata S Japan 4798 2021 Anxiety,Depression K6,EPDS
Mo PKH China 4087 2021 Anxiety,Depression GAD-7,PHQ-9
Wu F Shenzhen 3434 2021 Anxiety,Depression GAD-7,PHQ-9
Ding W Wuhan 817 2021 Anxiety SAS
Mirzaei N Iran 200 2021 Anxiety,Depression HADS-A,
HADS-D
Ramirez Biermann
C
US 162 2021 Anxiety,Depression self-designed
questionnaire
Palalioglu RM Turkey 526 2021 Anxiety self-designed
questionnaire
Molgora S Italian 389 2020 Anxiety,Depression STAI-S,STAI-
T/EPDS
Patabendige M Sri Lanka 257 2020 Anxiety,Depression HADS-A,
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13
HADS-D
Zeng X China 516 2020 Anxiety,Depression,Sl
eep disorders
GAD-7,EPDS,
DSM-IV
Nurrizka RH Indonesia 36 2021 Anxiety DASS-21-A
Wu Y China 1285 2020 Depression EPDS
Wang Y China 72 2020 Depression,PTSD EPDS,PCL-C
Medina-Jimenez V Mexico 503 2020 Depression,Stress EPDS,PSS
Matsushima M Japan 1777 2020 Depression EPDS
Gildner TE US 1856 2020 Depression EPDS
Shayganfard M Iran 66 2020 Depression,Stress EPDS,PSS-14
Silverman ME US 516 2020 Depression EPDS
Muhaidat N Jordan 944 2020 Depression self-designed
questionnaire
Thayer ZM US 2099 2021 Depression EPDS
Zhang CJP China 1901 2020 Depression,PTSD EPDS,PCL-S
Khamees RE Egypt 120 2021 Depression EPDS
Silverman ME US 485 2020 Depression EPDS
Shahid A Pakistan 552 2020 Depression,Sleep
disorders
EPDS,self-
designed
questionnaire
Ionio C Italy 75 2021 Depression EPDS
Overbeck G Denmark 330 2021 Depression MDI
Kachi Y Japan 270 2021 Depression EPDS
Smith CL USA 83 2021 Depression,Stress EPDS,PSS-10
King LS US 725 2021 Depression EPDS
Korukcu O Turkey 497 2021 Depression EDS
Zhou Y China 1266 2021 Depression PHQ-9
Chaves C Spain 450 2021 Depression EPDS
Davis JA US 31 2021 Stress PSS-10
Ionio C Italy 75 2021 PTSD IES-R
Basu A 64 countries 5712 2021 PTSD IES-6
Kara P Turkey 445 2021 PTSD PCL-5
Wang J China 2235 2021 Sleep disorders ISI
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
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261
Meta-analysis 262
Edinburgh Postnatal Depression Scale (EPDS), the Patient Health Questionnaire 9-item 263
(PHQ-9), the depression subscale of the Hospital Anxiety and Depression Scale (HADS-D) 264
were the commonly used data collection tools to assess symptoms of depression in women 265
during pregnancy and after childbirth. The pooled prevalence of depression was 24.91% 266
with a 95% CI of 21.37%- 29.02% (Figure 2). 267
Figure 2. Forest plot of depression 268
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269
270
271
272
273
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Anxiety symptoms were commonly measured by the State-Trait Anxiety Inventory (STAI, 274
with two subscales STAI-T and STAI-S), the General Anxiety Disorder 7-item (GAD-7) and 275
Self-rating Anxiety Scale (SAS). Anxiety prevalence was 32.88% with a 95% CI of 29.05% to 276
37.21% (Figure 3). 277
Figure 3. Forest plot of anxiety 278
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279
280
281
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Tools like the Perceived Stress Scale (PSS, wi th 10-item and 14-item versions), the stress 282
subscale of the 21-item Depression Anxiety and Stress Scale (DASS21-S) were frequently 283
used to evaluate stress symptoms. The pooled prevalence of stress among perinatal women 284
was 29.44% (95% CI: 18.21% - 47.61%) as demonstrated in Figure 4. 285
Figure 4. Forest plot of stress 286
287
288
289
PTSD symptoms were typically measured by the DSM-V Post-Traumatic Stress Disorder 290
Checklist (PCL-5) and the Impact of Events Scale (IES). The studies reporting PTSD 291
symptoms were heterogeneous (Figure 5) resulting in a pooled prevalence of 27.93% with a 292
95%CI of 9.05%-86.15%. 293
Figure 5. Forest plot of PTSD 294
295
296
297
The Insomnia Severity Index (ISI) and the Pittsburgh Sleep Quality Index (PSQI) were to 298
assess and report symptoms associated with sleep disorders. The pooled prevalence was 299
24.38% with a 95% CI of 11.89%-49.96% (Figure 6 supplementary material). 300
301
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19
Figure 6. Forest plot of sleep disorders 302
303
304
305
306
307
The I 2 evaluated for depression, anxiety, PTSD, stress and sleep issues were over 98%, 308
which demonstrates a high heterogeneity among the studies. Therefore, a subgroup 309
analysis was conducted to further evaluate the heterogeneity. 310
Subgroup analysis 311
Women were assessed at different stages of their pregnancy. To determine the rates of 312
depression, anxiety, PTSD, stress and sleep problems, the dataset was categorised based 313
on the trimesters;1 st trimester (<12 weeks), 2 nd trimester (13-27 weeks), 3 rd trimester (28-41 314
weeks)] and the immediate post-partum period (immediately after childbirth and up to six 315
weeks) for studies that reported follow-up details. 316
The heterogeneity of depression is lower in comparison to anxiety, PTSD, stress and sleep 317
problems. Heterogeneity within the 1 st trimester was 89.47%. I 2 of the anxiety group during 318
the 1st trimester and 2 nd trimester were 88.91% and 92.35%, respectively. These appear to 319
similar to the I 2 values of depression. I 2 for stress associated with the 2 nd and 3rd trimesters 320
were 78.57% and 64.65%, respectively, indicating mild heterogeneity. Intuitively, Maharlouei 321
and colleagues study reported a small prevalence, thus could be an influencing factor for the 322
heterogeneity reported. I 2 for PTSD across three trimesters were 24.67%, 89.47% and 323
81.62%, respectively. I 2 was 0% during the 1 st trimester within the groups of participants 324
reporting sleep disturbance. 1 st trimester group showed relatively low heterogeneity across 325
mental health symptoms, thus strictly sti pulating the gestational weeks of the included 326
pregnancy helped reduce the heterogeneity. 327
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[Figure 7] 333
Figure 7 Subgroup analysis of depression 334
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[Figure 8] 339
Figure 8 Subgroup analysis of anxiety 340
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[Figure 9] 343
Figure 9 Subgroup analysis of stress 344
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[Figure 10] 350
Figure 10 Subgroup analysis of PTSD 351
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[Figure 11] 358
Figure 11 Subgroup analysis of sleep disorders 359
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Figure 12. Funnel plot of depression 364
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Figure 13. Funnel plot of anxiety 369
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Figure 14. Funnel plot of stress 383
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Figure 15. Funnel plot of PTSD 386
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Figure 16. Funnel plot of sleep disorders 405
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Publication bias and sensitivity analysis 409
Publication bias and a sensitivity analysis was conducted to assess the reliability of the data 410
as some studies had large standard errors that would produce undesirable effects. Copas 411
selection model was used to select studies for the sensitivity analysis. The p-values of 412
residual selection bias were evaluated as demonstrated in Figure 17-21. Studies with a p-413
value of >0.1 indicated that the residual selection had minimal bias and, the selected studies 414
can be represented. The proportions ident ified were 67.84%, 100% and 59.49% for 415
depression, anxiety and sleep disorders, respec tively. Studies reporting stress and PTSD, 416
the copas selection model could not provide a decision indicating the previous conclusions 417
of high heterogeneity is accurate. 418
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Figure 17. P-value for residual selection bias of depression 420
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Figure 18. P-value for residual selection bias of anxiety 422
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Figure 19. P-value for residual selection bias of stress 427
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Figure 20. P-value for residual selection bias of PTSD 432
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Figure 21. P-value for residual selection bias of sleep disorders 434
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A summary of studies used within the Copas selection model and random effects model has 438
been demonstrated in Table 3, which indicates that the two models have no significant 439
difference. P-value of the changes between these conclusions are 0.1108, 0.638 and 0.1042 440
for depression, anxiety and sleep disorders, res pectively. The p-value of the Egger’s test 441
was 0.0256 ( Table 4. supplementary material ) for studies of depression, revealing the 442
existence of publication bias. The p-values of 0.256 and 0.998 (Table 4. supplementary 443
material) indicates that it is challenging to detect publication bias for studies associated with 444
anxiety and sleep disturbances. 445
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Table 3. Summary of sensitivity analysis 447
448
Outcome
N of
stud
y
Model
Probability of
publishing
study with
largest
standard error
Proporti
on(%) lower(%) upper(%)
p-value for
differences
between two