Characteristics of the sample set selected from the ‘Happy Pregnancy’ cohort
The study group comprised of 215 pregnancy cases (9.5%) recruited to the ‘Happy Pregnancy’ cohort, including 29 PE, 22 isolated GH/proteinuria and 164 uncomplicated gestations. To maximize the number of analyzed cases of each pregnancy scenario, the study group was enriched for the patients diagnosed with PE (13.5 vs 2.7% compared to the full cohort and GH/proteinuria during the index pregnancy (10.2% vs 3.1%; Table 1). In the analyzed sample set, compared to control group, PE subgroup included a higher proportion of women with the first pregnancy (79.3% versus 50.6%, P = 3.0×10-3) and multiparous women with PE/GH in their previous pregnancy (17% vs 14.6%, P = 1.5×10 -2). Patients with GH/proteinuria exhibited higher BMI (mean 28.6 vs 24.6 kg/m2, P =1.2 ×10-3) and were diagnosed with gestational diabetes more often (22.7% vs 7.3% P =1.5 ×10-2). There was no statististical in maternal age and the proportion of pregnancies concieved by in vitro fertilization procedure between the study subgroups.
The serum samples with reported sFlt-1/PlGF result (n=247) were categorized as either ’symptomatic’ (n=31) or ’asymptomatic’ (n=216) depending on the presence or absence of PE symptoms at the blood draw or up to 4 days (Table 2).
Table 2. Clinical characteristics of 247 serum samples from asymptomatic and symptomatic pregnant women stratified by sFlt-1/PlGF.
Parameter
|
Full group
|
Rule-out subgroup
sFlt-1/PlGF < 38
|
Inconclusive subgroup
sFlt-1/PlGF 38 – 85 (<34 g.w.)
sFlt-1/PlGF 38 – 110 (≥34 g.w.)
|
Rule-in subgroup
sFlt-1/PlGF > 85 (<34 g.w.)
sFlt-1/PlGF > 110 (≥34 g.w.)
|
Samples from asymptomatic pregnant women at blood draw
|
Serum samples (n; % full group)
|
216 (100%)
|
171 (79%)
|
25 (12%)
|
20 (9%)
|
Gestational age at sampling (days)
|
230 (180 – 291)
233.5 ± 20.6
|
229 (182 – 280)*
230.4 ± 18.3
|
246 (215 – 282)*
247.7 ± 20.6
|
239.5 (180 – 291)
242.3 ± 29.3
|
Interval between sampling and delivery (days)
|
45 (1 – 104)
43.9 ± 21.6
|
50 (1 – 104)*†
49.3 ± 19.3
|
28 (1 – 65)*‡
28.8 ± 18.6
|
15.5 (1 – 54) †‡
17.4 ± 14.2
|
Gestational age at delivery (days)
|
280 (199 – 195)
277.4 ± 12.6
|
282 (247 – 295)†
279.7 ± 8.9
|
277 (258 – 294)‡
276.5 ± 9.9
|
263.5 (199 – 292) †‡
259.7 ± 24.4
|
Caesarean section (n, %)
|
46 (21.3%)
|
24 (14.0%)*†
|
8 (32.0%)*‡
|
14 (70.2%)†‡
|
PE diagnosis later (n, %)
|
27 (12.5%)
|
11 (6.4%)*†
|
5 (20.0%)*‡
|
11 (55.0%)†‡
|
Time to PE diagnosis
if applicable (days)
|
29 (5 – 41)
30.5 ± 16.4
|
37 (16 – 68)†
38.8 ± 13.9
|
36.5 (16 – 60‡
34.8 ± 15.6
|
15 (5 – 28)†‡
15.9 ± 6.9
|
PE complicated by SGA (n, %)b
|
6 (2.8%)
|
1 (0.6%)
|
2 (8.0%)
|
3 (15.0%)
|
Isolated SGA
|
7 (3.2%)
|
3 (1.8%)†
|
1 (4%)
|
3 (15%)†
|
GH/proteinuria diagnosis later (n, %)
|
13 (6.0%)
|
8 (4.7%)*
|
5 (20.0%)*
|
0
|
Time to GH/proteinuria diagnosis if applicable (days)
|
34.6 (6-58)
34.6 ± 15.4
|
40 (17 – 58)
39.4 ± 11.8
|
28 (6 – 41)
24.2 ± 17.9
|
N/A
|
Samples from women with symptoms alerting to PE (HTN or proteinuria) or with clinical diagnosis of PE at blood draw
|
Serum samples (n, %)
|
31 (100%)
|
13 (42%)
|
9 (29%), incl. 2 PE cases
|
9 (29%), incl. 4 PE cases
|
Gestational age at sampling (days)
|
251.5 (194 – 279)
247.9 ± 22.0
|
233 (194 – 276)†
235.8 ± 20.8
|
256 (206 – 277)
253.6 ± 22.6
|
262 (240 – 279)†
261.4 ± 12.6
|
Interval between sampling and delivery (days)
|
21 (0 – 82)
24.8 ± 20.8
|
42 (0 – 82)*†
39.6 ± 21.4
|
11 (1 – 35)*
16.7 ± 12.9
|
6.5 (1 – 21)†
9.9 ± 8.5
|
Gestational age at delivery (days)
|
274 (235 – 291)
272.7 ± 12.4
|
275 (256 – 291)
275.4 ± 11.2
|
274 (235 – 285)
270.2 ± 15.0
|
270.5 (254 – 286)
271.3 ± 11.8
|
Caesarean section (n, %)
|
12 (38.7%)
|
5 (38.5%)
|
3 (33.3%)
|
4 (33.3%)
|
Immediate or later diagnosis of PE (n, %)
|
15 (48.4%)
|
2 (15.4%)§*†
|
6 (66.7%)*
|
7 (77.8%)†
|
Time to PE diagnosis in GH/proteinuria cases (days)
|
27 (1 – 62)
23.1 ± 19.5
|
45 (28 – 62)†
45 ± 24.0
|
17.5 (1 – 29)
16.25 ± 13.9
|
15 (1 – 37)†
17.7 ± 18.1
|
GH/PTN diagnosis (n, %)
|
16 (51.6%)
|
11 (84.6%)†
|
3 (33.3%)‡
|
2 (22.2%)†‡
|
PE complicated by SGA (n, %)
|
3 (9.7%)
|
0
|
1 (11.1%)
|
2 (22.2%)
|
Data are given as either median (minimum - maximum)/mean ± standard deviation or number (%) for the continuous or categorical variables, respectively. Parameter distributions between subgroups were compared using Chi2 for categorical variables or Wilcoxon rank-sum test for continuous variables.
’Rule-in PE’ based on sFlt-1/PlGF >85 before 34 gestational weeks and sFlt-1/PlGF >110 after 34 gestational weeks; ’Rule-out PE’ for 1 week, sFlt-1/PlGF <38; Inconclusive, neither ’rule-in’ nor ’rule-out PE’ based on the sFlt-1/PlGF value (38≤sFlt-1/PlGF≤85/110) (Stepan et al, 2015).13
Statistically significant differences (p<0.05) between the subgroups are indicated as following: *Rule-out vs Inconclusive; † Rule-out vs Rule-in; ‡ Inconclusive vs Rule-in.
§ Two consecutive serum samples from the same patient.
For the assignement of small-for-gestational-age (SGA) diagnosis, the fetal growth calculator based on INTERGROWTH-21st Project was applied to convert the newborn birth weight into gestational age and sex-adjusted z-scores.14 Newborn was categorized as SGA in case the Z-score for sex-and gestational age adjusted birthweight was lower than -1.
BMI, Body mass index; GH, gestational hypertension; g.w., gestational week; HTN, hypertention; PE, preeclampsia; PlGF, placental growth factor; sFlt-1, soluble fmf-like tyrosine kinase-1.
Compared to the asymptomatic group, samples from symptomatic cases had been drawn later in gestation (247.9 ± 22.0 vs 233.5 ± 20.6 gestational days; P = 5×10-4) and exhibited a shorter interval between sampling and delivery (24.8 ± 20.8 vs 43.9 ± 21.6 gestational days; P = 1.4×10-5). Symptomatic cases presented a higher proportion of later diagnosis of PE (48.4 vs 12.5%; P = 6.6×10-7) and GH/proteinuria (51.6 vs 6.0%, P = 1.1×10-9). They also delivered at an earlier gestational age (272.7 ± 12.4 vs 277.4 ± 12.6 days; P = 1.2×10-2) and more frequently by C-section (38.7 vs 21.3%, P = 2.8×10-2).
Prognostic yield of sFlt-1/PlGF test in symptomatic and asymptomatic pregnancies
The profile of the sFlt-1/PlGF test outcome differed between the samples drawn from symptomatic and asymptomatic patients (Figure 1, Table 2). Although ’Rule-out PE’ was the most prevalent sFlt-1/PlGF test outcome in both groups, it was far more frequent assignment among asymptomatic patients (79 vs 42%, P = 8.7×10-6), whereas outcome category ‘Rule-in PE’ was enriched among symptomatic cases (9% vs 29%, P =4.0×10-3). The ‘Rule-out’ cut off sFlt-1/PlGF ratio <38 resulted in the estimated negative predictive value (NPV) >99% for up to four weeks for both, symptomatic and asymptomatic patients (Table 3).
Table 3. Value of sFlt-1/PlGF test in predicting of preeclampsia.
|
Diagnosis of preeclampsia among asymptomatic (n=216) and symptomatic (n=31) pregnant women*
|
|
Within 7 days
|
Within 4 weeks
|
Overall incidence until term
|
Statistic
|
Asymptomatic
|
Symptomatic
|
Asymptomatic
|
Symptomatic
|
Asymptomatic
|
Symptomatic
|
sFlt-1/PlGF ratio at sampling >85/110
|
DR %
|
1/1
100 (5.4 – 100.0)
|
5/8
63 (24.5 – 91.5)
|
10/12
83 (50.1 – 97.1)
|
6/12
50 (21.1 – 78.9)
|
11/27
41 (23.0 – 61.0)
|
7/15
47 (21.3 – 73.4)
|
FPR %
|
19/215
9 (5.5 – 13.7)
|
4/23
17 (5.0 – 38.8)
|
10/204
5 (2.6 – 9.1)
|
3/19
14(2.9 – 34.9)
|
9/189
5 (2.3 – 9.1)
|
2/16
13 (2.2 – 39.6)
|
PPV %
|
1/20
5 (3.3 – 7.5)
|
5/9
56 (30.6 – 78.0)
|
10/20
50 (27.9 – 72.1)
|
6/9
67 (38.0 – 86.7)
|
11/20
55 (32.0 – 76.2)
|
7/15
78 (46.2 – 93.5)
|
NPV %
|
196/196
100 (98.0 – 100.0)
|
19/22
86 (71.7 – 94.1)
|
194/196
98 (96.0 – 99.8)
|
16/22
73 (59.5 – 82.9)
|
180/196
92 (86.9 – 95.1)
|
14/22
63 (51.3 – 74.4)
|
sFlt-1/PlGF ratio at sampling ≥38
|
DR %
|
1/1
100 (5.5 - 100.0)
|
9/9
100 (62.9 – 100.0)
|
11/12
92 (59.8 – 99.6)
|
12/12
100 (73.5 – 100.0)
|
16/27
59 (39.0 – 77.0)
|
13/15
87 (59.5 – 98.3)
|
FPR %
|
44/215
20 (15.5 – 27.0)
|
9/22
41 (21.5 – 63.3)
|
34/204
17 (12.7 – 23.0)
|
6/19
32 (13.6 – 56.5)
|
29/189
15 (10.7 – 21.5)
|
5/16
31 (12.1 – 58.5)
|
PPV %
|
1/45
2 (0.1 – 13.2)
|
9/18
50 (26.8 – 73.2)
|
11/45
24 (13.4 – 39.9)
|
12/18
67 (50.8 – 79.5)
|
16/45
36 (22.3 – 51.3)
|
13/18
72 (55.0 – 84.7)
|
NPV %
|
171/171
100 (97.2 – 100.0)
|
13/13
100 (71.7 – 100.0)
|
170/171
99 (96.3 – 100.0)
|
13/13
100 (71.7 – 100.0)
|
160/171
94 (88.5 – 96.6)
|
11/13
84 (59.2 – 95.4)
|
* ‘Rule-in for PE’ decision was assigned for the samples exhibiting sFlt-1/PlGF ratio >85 when drawn before 34 gestational week; and > 110 when drawn from 34 gestational week onwards. (Stepan et al, 2015).13 sFlt-1/PlGF ratio ≥ 38, but ≤ 85/110 is considered inconclusive for both rule-in and rule-out PE. Symptomatic cases exhibited hypertension and/or proteinuria at sampling or up to 4 days. Asymptomatic cases had no PE-alerting symptoms at blood draw.
Detection rate (DR) was defined as the proportion of true positives among PE cases. False positive rate (FPR) was defined as ratio of false positives among controls. Positive predictive value (PPV) was calculated as ratio of true positives of all positives in the test outcome. Negative predictive value (NPV) was calculated as ratio of true negatives of all negatives in the test outcome. Data are given as n/N, % (95% CI). CI, confidence interval; PlGF, placental growth factor; sFlt-1, soluble fmf-like tyrosine kinase-1
However, one symptomatic and 10 asymptomatic patients (represented by 13 samples) with the sFlt-1/PlGF ratio <38 developed PE in 26-68 days after blood draw (Table 2, Table S3, Additional file 8). Among 29 sera assigned to the ‘Rule-in PE’ category (sFlt-1/PlGF >85/110), only 18 pregnancies (62.1%) eventually developed PE during the index gestation (Figure 1, Table 2). False positive ‘Rule-in PE’ was assigned to 11 cases, 2/31 (6.5%) and 9/216 (4.2%) samples from symptomatic and asymptomatic cases, respectively (Table 3). In false-positive cases the serum samples were taken at 210–291 gestational days, and the patients delivered within 1–54 days after sampling either vaginally (n=7) or by C-section (n=4) (Table S4, Additional file 9). The estimated positive predictive value (PPV) for ‘Rule-in PE’ in next 28 days for asymptomatic cases was 50% and until term 55%, whereas for symptomatic cases it was 67% and 78%, respectively. The overall detection rate (DR) to predict the onset PE during four weeks was 83% for asymptomatic and 50% for symptomatic pregnancies. When extending the period until delivery, the DRs were 41% and 47%, respectively (Table 3).
‘Inconclusive’ test results (38≤sFlt-1/PlGF≤85/110) were assigned to nine of 31 samples (29%) drawn from symptomatic patients compared to 12% (25/221) in asymptomatic cases (P = 8.0×10-3) (Figure 1, Table 2). Among the nine symptomatic patients, six cases (67%) either already had the clinical diagnosis (n=2) or developed PE 1-29 days later (n=4). Only 20% (25/221) of the ‘Inconclusive’ category samples representing asymptomatic cases had been drawn from pregnancies with a later onset of PE. When exploring the application of sFlt-1/PlGF ratio ≥38 to predict manifestation of PE for up to 4 weeks, the DR was nearly maximum, 100% for women with and 92% without PE-alerting symptoms (Table 3). However, introduction of this non-stringent cut-off would result in a high false positive rate (FPR). Among symptomatic pregnancies, the estimated FPR for the PE prediction during the next week was 41% and for the next month 32% (Table 3). Respective FPRs among asymptomatic women were 20% and 17%.
The test performance depends on the dynamics of sFlt-1 and PlGF across gestation
With advancing gestational age, a general trend towards increased serum sFlt-1, decreased PlGF and consequently, higher sFlt-1/PlGF estimates was observed in all investigated pregnancy outcomes (Figure 2A-C). A rise in sFlt-1/PlGF ratio was detected in nearly all individual cases with two or more available consecutive serum samples, irrespective of the pregnancy scenario (n=35; Figure 2D). The most prominent increase in sFlt-1/PlGF ratio was detected in normal gestation near delivery (preterm vs term samples: 4.0 vs 37.8; P = 2.9×10-10; Table S5, Additional file 10). At term, there were no statistical differences in the distributions of sFlt-1 measurements between controls, preeclampsia and GH/proteinuric pregnancies. In total 11 of 38 (29%) term pregnancy samples exhibited sFlt-1/PlGF ratio >110, but only 4 of them developed PE (Figure 2C), underlying the limited value of this test near term.
Despite overall similar trends, the gestational dynamics of sFlt-1 and PlGF differed among the three studied pregnancy scenarios (Table 4). Already during 25-33rd gestational weeks, the future PE cases exhibited significantly higher sFlt-1 measurements compared to both, control pregnancies (median 2788 vs 1178 pg/ml; P = 7.9x10-7) and those diagnosed later with GH/proteinuria (2788 vs 1290; P = 2.9x10-3). However, there was no difference between the two non-PE groups. Interestingly, reduced serum PlGF levels were observed not only among future PE cases compared to controls (median PlGF 70 vs 311 pg/ml; P = 1.9x10-8), but also in pregnancies developing isolated GH/proteinuria (156 vs 311 pg/ml; P=9.7x10-3). It can be speculated that whereas low concentration of circulating PlGF represents a general hallmark of suboptimal pregnancy physiology, only increased sFlt-1 serum levels and consequently high sFlt-1/PlGF ratio drives the development of PE.
Table 4. Comparison of sFlt-1 and PlGF serum levels and sFlt-1/PlGF ratio within and between groups.
|
sFlt-1 (pg/ml)
|
PlGF (pg/ml)
|
s-Flt-1/PlGF
|
|
Gestational age at sampling (weeks)
|
Group
|
Number of samples*
|
25-33
|
34-42
|
P-value
|
25-33
|
34-42
|
P-value
|
25-33
|
34-42
|
P-value
|
Comparison within the diagnostic group according to gestational age
|
Controls
|
113/63
|
1178
305 - 5286
|
1932
502 - 12030
|
3.8×10-7
|
311
6 - 1775
|
146
34 - 1068
|
1.0×10-4
|
3.8
0.4 - 535
|
15.9
1 – 250.6
|
8.1×10-7
|
Preeclampsia
|
23/19
|
2788
704 - 8481
|
6420
617 - 11010
|
2.2×10-2
|
70
12 - 319
|
56
38 - 225
|
9.0×10-1
|
52
2.6 – 571.3
|
130.6
14.3 – 229.6
|
3.1×10-2
|
GH/PTN
|
13/16
|
1290
454 - 6635
|
2640
157 - 6823
|
1.4×10-2
|
156
53 - 474
|
80
8 - 380
|
4.1×10-2
|
8.4
1 – 64.4
|
38.8
2.6 – 200.7
|
8.5×10-3
|
Comparison between diagnostic groups according to gestational age (p-values)
|
Preeclampsia vs control
|
|
7.9×10-7
|
2.0×10-4
|
|
1.9×10-8
|
2.0×10-4
|
|
3.6×10-8
|
2.4×10-6
|
|
GH/PTN vs control
|
|
8.7×10-1
|
1.9×10-1
|
|
9.7×10-3
|
1.3×10-2
|
|
6.6×10-2
|
3.7×10-2
|
|
Preeclampsia vs GH/PTN
|
|
2.9×10-3
|
8.5×10-3
|
|
2.2×10-2
|
2.7×10-1
|
|
1.1×10-2
|
1.7×10-2
|
|
*Number of samples at 25+0 – 33+6 gestational week /at 34+0 – 42+0 gestational week
Data are given as median, minimum-maximum. Parameter distributions between groups were compared using Wilcoxon rank-sum test.
sFlt-1, soluble fmf-like tyrosine kinase-1; PlGF, placental growth factor; GH, gestational hypertension; PTN, proteinuria
Challenges in applying sFlt-1/PlGF test outcome in clinical decision-making
Although in several clinical cases the sFlt-1/PlGF test has a clear benefit in clinical decision making and prediction of PE (Cases A-C, Table 5), there is a challenge to handle inconclusive and false-positive test results in clinical routine. In one hand, an inconclusive test outcome may assist to identify the patients needing careful monitoring for early detection of PE (Case D), but it could also cause unreasonable anxiety and unnecessary visits (Case E). The most common causes behind false positive sFlt-1/PlGF test results in asymptomatic patients are isolated SGA (Case G) and closeness of delivery (Case H), especially when sampling occurred after 37th gestational weeks. Complications other than PE were noted in patients with sFlt-1/PlGF >110 near or at term such as uterine rupture (FP-4; Table S4, Additional file 9), fetal distress leading to emergency C-section (FP-7). High sFlt-1/PlGF ratio without development to PE could lead to earlier unnecessary interventions such as induced preterm delivery that may be not optimal for this pregnancy (Case I, Table 5).
Table 5. Example cases with beneficial, inconclusive or conflicting performance of sFlt-1/PlGF test in a clinical setting
|
At recruitment
|
At sampling
|
Pregnancy outcome
|
Case
|
Age (yrs)
|
BMI
|
Par
|
Time (g.d)
|
Sympt
|
sFlt-1/
PlGF
|
Result for PE
|
Type
|
PE (g.d.)
|
Delivery (g.d.)
|
BW
(gram)
|
Comment
|
Beneficial performance in the clinical setting: test predicts pregnancy outcome, supportive in decision making
|
A
|
23
|
19.4
|
primi
|
259
|
PE
|
167.0
|
Rule-in
|
PE, SGA
|
258
|
263
|
2438
|
Confirmed diagnosis
|
B
|
34
|
34.9
|
primi
|
228
|
HTN
|
3.6
|
Rule-out
|
GH, GDM
|
n.a.
|
274
|
4112
|
Correct and useful prediction
|
C
|
22
|
23.7
|
primi
|
180
|
No
|
571.3
|
Rule-in
|
ECL, SGA
|
199
|
199
|
816
|
Correct and useful prediction
|
Inconclusive performance in the clinical setting: close clinical surveillance and repeated testing, outcome may vary
|
D
|
29
|
37.6
|
primi
|
206
|
HTN
|
65.8
|
Inconcl
|
PE
|
231
|
232
|
2044
|
Alert for careful monitoring
|
F
|
33
|
33.7
|
multi
|
240
|
No
|
65.3
|
Inconcl
|
none
|
n.a.
|
275
|
3614
|
Unreasonable anxiety to the patient
|
Conflicting performance in the clinical setting: rely on symptoms, not supprotive in clinical decision making
|
G/
FP-1*
|
35
|
27.5
|
multi
|
210
|
No
|
535.0
|
Rule-in
|
SGA
|
n.a.
|
263
|
1,926
|
High sFlt-1/PlGF possibly due to uteroplacental dysfunction
|
H/
FP-9*
|
31
|
22.4
|
multi
|
291
|
No
|
250.6
|
Rule-in
|
none
|
n.a.
|
292
|
3,706
|
High sFlt-1/PlGF possibly due to overdue (41 weeks+4 days) and closeness of labour
|
I
|
33
|
32.0
|
primi
|
223
245
|
HTN
HTN
|
121.2
157.1
|
Rule-in Rule-in
|
PE (mild sympt)
|
268
|
274
|
2,968
|
Clinical PE diagnosis only at term. sFlt-1/PlGF test alerted to the need for unnecessary earlier induction of labour
|
’Rule-in PE’ based on sFlt-1/PlGF >85 before 34 gestational weeks and sFlt-1/PlGF >110 after 34 gestational weeks; ’Rule-out PE’ for 1 week, sFlt-1/PlGF <38; Inconclusive, neither ’rule-in’ nor ’rule-out PE’ based on the sFlt-1/PlGF value (38≤sFlt-1/PlGF≤85/110) (Stepan et al, 2015).13
*code after slash refers to the same patient in Table S4
BMI, pre-pregnancy body mass index; BW, birthweight; g.d., gestational days; GH, gestational hypertension; GDM, gestational diabetes mellitus; HTN, hypertensio; Inconcl, inconclusive; ECL, eclampsia; n.a. not applicable; Par, parity = number of previous births; PE, preeclampsia; primi, primiparous; multi, multiparous; SGA, small-for-gestational-age newborn; symp, symptoms; yrs, years