CC BY 4.0 · Rev Bras Ginecol Obstet 2019; 41(08): 476-484
DOI: 10.1055/s-0039-1693679
Original Article
Thieme Revinter Publicações Ltda Rio de Janeiro, Brazil

Ultrasound Evaluation of the Cervix to Predict Failed Labor Induction

Avaliação ultrassonográfica do colo uterino na predição do insucesso na indução do parto
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
,
Letícia Matheuz Martorelli
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
,
Eduardo Augusto Brosco Famá
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
,
César Eduardo Fernandes
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
,
Mauro Sancovski
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
,
Emerson Oliveira
1   Department of Obstetrics and Gynecology, Faculdade de Medicina do ABC, Santo André, SP, Brazil
› Author Affiliations
Further Information

Address for correspondence

Christian Eric Sevrin, MD, MSc
Av. Lauro Gomes 2000 - Vila Sacadura Cabral
Santo André - SP, 09060-870

Publication History

27 March 2019

06 June 2019

Publication Date:
26 August 2019 (online)

 

Abstract

Objective Labor induction does not always result in vaginal delivery, and can expose both the mother and the fetus to the risks inherent to the induction procedure or a possible cesarean section. Transvaginal sonography (TVS) of the cervix is a useful tool to predict prematurity; in the present study, this tool was used to evaluate postterm induction.

Methods We evaluated the ultrasound characteristics of the cervix (cervical length, cervical funneling, internal os dilation, the presence or absence of the cervical gland area [CGA], and the morphological changes of the cervix as a result of applying fundal pressure) before the onset of labor induction among women with postterm pregnancy to identify the possible predictors of failed labor induction. The Bishop score (BS) was used for comparison purposes. Three groups were evaluated: successful versus unsuccessful induction; vaginal delivery versus cesarean delivery (excluding cases of acute fetal distress [AFD]); and vaginal delivery versus cesarean delivery (including cases of AFD). A fourth group including only the primiparous women from the three previous groups was also evaluated.

Results Based on the studied characteristics and combinations of variables, a cervical length ≥ 3.0 cm and a BS ≤ 2 were the best predictors of induction failure.

Conclusion Although TVS is useful for screening for induction failure, this tool should not be used as an indication for cesarean section.


#

Resumo

Objetivo Nem sempre a indução do parto termina em parto vaginal, expondo tanto a mãe quanto o feto aos riscos inerentes ao procedimento de indução, ou a uma possível cesárea. A ultrassonografia transvaginal (UTV) se mostrou interessante instrumento na predição da prematuridade e, neste estudo, utilizamos este instrumento na situação inversa: indução do parto no pós-datismo.

Métodos Avaliamos variáveis ultrassonográficas do colo uterino (comprimento, presença de afunilamento, dilatação do orifício interno do colo, eco glandular endocervical [EGE] evidente ou não, e alterações morfológicas do colo uterino à compressão fúndica uterina) antes do início da indução em gestantes com pós-datismo, na tentativa de encontrar um possível preditor de falha de indução. O índice de Bishop (IB) também foi utilizado para fins de comparação. Três grupos foram avaliados: indução bem-sucedida x malsucedida; parto vaginal x cesárea (excluindo casos de sofrimento fetal agudo[SFA]); e parto vaginal x cesárea (incluindo casos de SFA). Além disso, um quarto grupo composto apenas pelas primíparas dos outros três grupos também foi avaliado.

Resultados Com base em todas as características estudadas e combinações de variáveis, o comprimento do colo uterino ≥ 3,0 cm e IB ≤ 2 foram os melhores preditores em todos os grupos analisados.

Conclusão Apesar de a UTV do colo uterino ser um bom exame para rastreamento de indução malsucedida, não deve ser usado para se indicar uma cesariana.


#

Introduction

Despite significant medical advances over the past few decades, the mechanisms that trigger the onset of labor have not yet fully understood. Inflammatory activity mediated by gene expression is one mechanism that regulates this process.[1] [2] [3] [4] [5] [6] Given the lack of understanding of the factors that trigger labor, we frequently manage situations involving increased pregnancy risks, including postterm births (> 40 weeks of gestation), postmature births (> 42 weeks of gestation), and the complications commonly associated with these conditions.[7] [8]

One strategy used to avoid postterm complications is to prevent the prolongation of pregnancy by initiating delivery. Two strategies can be used for this purpose: the induction of vaginal delivery or cesarean delivery. The incidence of cesarean births is high in Brazil, representing 50% of all births.[9] [10] [11] Cesarean birth considerably increases the risks for the mother while decreasing the morbidity for the fetus.[12] [13] The induction of vaginal delivery increases the risks for both the mother and the fetus; however, these risks are markedly reduced in cases in which the procedure is well-supervised.[14] [15] [16]

Another likely possibility is the failed induction of vaginal delivery, which leads to the need for cesarean section. In this case, the mother and the fetus are subject to the risks of both labor induction and cesarean section.[17] [18] [19] Given the high risk of failure, recommending cesarean sections to women who are known in advance to be ineligible for labor induction might considerably reduce the risks involved in these pregnancies. Induction failure causes psychological trauma but precludes the benefits of natural birth.[20]

Transvaginal sonography (TVS) of the cervix is an important predictor of the risk of preterm birth, and its use has been widely studied.[21] [22] [23] Like the prediction of prematurity, TVS has also been studied as a predictor of labor induction. Various studies have evaluated these variables. However, the sample sizes were small, and the methods for collecting and evaluating data were distinct, limiting comprehensive meta-analyses and systematic reviews.[24] [25] [26] [27] We performed the present study to address these limitations. Furthermore, one objective of the present study was to evaluate the effectiveness of TVS to screen for labor induction in our population using our protocols.


#

Methods

This prospective cohort study was conducted between 2016 and 2017 at Hospital da Mulher Maria José dos Santos Stein, which is affiliated with Faculdade de Medicina da Fundação do ABC (FMABC). The study was approved by the Ethics in Research Committee of our institution under protocol no. 1.193.101. A total of 95 pregnant women at gestational age (GA) > 40 weeks who were not in labor and had an intact amniotic sac were considered eligible for labor induction. Indications for labor induction included patients at 41 weeks of gestation or the presence of maternal and/or fetal comorbidities at > 40 weeks of gestation ([Table 1]).

Table 1

Demographic characteristics of the groups

Analysis A

Analysis B

Analysis C

All Patients

Characteristics

Successful induction

Unsuccessful induction

p-value

Vaginal delivery

Caesarean delivery

p-value

Vaginal delivery

Caesarean delivery

p-value

(except for acute fetal distress)

(including acute fetal distress)

Number of patients

69

11

62

18

62

28

90

Race

Caucasian

33

6

0.7529

28

11

0.289

28

14

0.819

42

Non-Caucasian

36

5

34

7

34

14

48

Parity

Primiparous

40

11

0.0059

34

17

0.0018

34

27

< 0.0001

61

≥ Secondiparous

29

0

28

1

28

1

29

Maternal age (in years)

Mean (standard deviation)

25 (6.1)

26 (6.1)

0.46

25 (6.3)

26 (5.4)

0.659

25 (6.3)

25 (5.4)

0.8

25 (6.3)

GA (in days)

Mean (standard deviation)

285 (3.3)

285 (2.7)

0.59

285 (3.4)

285 (2.6)

0.56

285 (3.4)

285 (3.9)

0.27

285 (3.5)

Maternal body mass index

Mean (standard deviation)

31 (5.7)

34 (4.0)

0.144

31 (5.7)

33 (4.7)

0.248

31 (5.7)

32 (4.8)

0.345

31 (5.5)

Birthweigth (in grams)

Mean (standard deviation)

3,408 (380.2)

3,384 (403.6)

0.846

3,418 (382.2)

3,358 (383.6)

0.555

3,418 (382.2)

3,428 (377.4)

0.912

3421 (378.6)

p: statistical significance

The GA was calculated using the first day of the last menstrual period (LMP) in cases in which the difference in GA based on the initial obstetric sonography (OS) examination was within the OS margin of error, or the initial OS in cases in which the difference in GA was beyond the OS margin of error. In most cases, the initial OS was performed before 20 weeks of gestation; therefore, the GA showed adequate reliability.

Before inducing labor, the cervix was evaluated via TVS (Toshiba SSA-510A Diagnostic Ultrasound System, Minato, Tokyo, Japan) following the guidelines established by the Fetal Medicine Foundation (https://www.fetalmedicine.org). For this evaluation, only two physicians participated in the data collection to reduce interobserver variation. The TVS characteristics evaluated were the opposite of those used to evaluate the risk of prematurity, because part of the intention of the present study was to evaluate the difficulty of the evolution of birth.[21] [22] [23] The ultrasound characteristics analyzed included cervical length (distance from the internal orifice to the external orifice), cervical funneling, internal os dilation, cervical gland area (CGA), the morphological changes of the cervix as a result of applying fundal pressure, and the absence of sludge.[28] The absence of sludge was removed from the statistical analysis because none of the evaluated patients presented with this characteristic. After delivery, the preinduction TVS characteristics and the Bishop[29] score (BS) were examined to determine whether they were associated with the method of childbirth.

The cervical length was defined as ≥ 0.5 cm to ≥ 4.5 cm with 0.5-cm intervals; the other TVS variables (cervical funneling, internal os dilation, CGA, and morphological cervical changes as a result of applying fundal pressure) were evaluated individually and in combination with a cervical length of ≥ 3.0 cm (this value was considered as the best cut-off point for the present as well as several other studies) for every possible combination.[25] [26] [27] Similarly, the BS was evaluated serially from ≤ 5 (this score was considered unfavorable to labor induction, requiring the preliminary preparation of the cervix) to 1 on a 5-point scale.

The protocol for labor induction followed the guidelines established by the Department of Obstetrics at FMABC. The BS was calculated to guide the method to be applied. Membrane detachment was initially performed. Preinduction cervical ripening (BS ≤ 5) was performed by inserting a 25-mcg misoprostol tablet into the vagina every 6 hours (up to a maximum of 6 tablets), until the cervix reached a BS of ≥ 6. For labor induction (BS ≥ 6) and labor augmentation, 5 IU of oxytocin diluted in 500 mL of 5% glycosylated serum (GS) were used, starting at 2 mIU/min (4 drops/min) with increments of 2 mIU every 30 minutes until effective contractions were initiated; the maximum dose was 32 mIU/min (64 drops/min). Artificial membrane rupture can also be used as an alternative method for labor induction and labor augmentation.

Changes in fetal heart rate on cardiotocography and/or intrapartum meconium staining were considered changes in fetal well-being or the occurrence of acute fetal distress (AFD). Cesarean sections were indicated in those cases.

Three comparative-analysis models were created based on the type of delivery to analyze the studied variables and compare them with similar papers.

Analysis A: successful induction versus unsuccessful induction. Successful inductions (69 patients) included those that resulted in vaginal delivery and those that resulted in cesarean delivery because of cephalopelvic disproportion (labor evolved until incomplete expulsion). Unsuccessful inductions (11 patients) included cases that resulted in induction failure (that is, did not go into labor) and those that evolved to uncorrected functional dystocia (interrupted labor despite correction attempts). In this group, the patients who progressed to cesarean delivery because of AFD were excluded.

Analysis B: vaginal delivery versus cesarean delivery (excluding cases of AFD). In this group, patients who underwent vaginal delivery (62 patients) were compared with those who underwent cesarean section (18 patients) because of cephalopelvic disproportion, induction failure, or functional dystocia. As noted in analysis A, cesarean deliveries due to AFD were excluded from this group.

Analysis C: vaginal delivery versus cesarean delivery. Similar to analysis B, in this group we compared patients who underwent vaginal delivery (62 patients) with those who underwent cesarean delivery (28 patients); however, analysis C included cases of AFD.

The following patients were excluded from this study: those with missing data from their medical records (3 patients), and those undergoing cesarean delivery due to maternal death risk or family pressure (2 patients).

An additional analysis of a group including only the primiparous women from the three previous groups, and evaluating only BS ≤ 2 and cervical length ≥ 3.0 cm (that is, the cut-off points in this study), was conducted for comparison purposes.

Descriptive statistics was used to characterize the sample. The Fisher exact test or the Student t-test were used to assess the homogeneity of the variables where appropriate. For each variable studied, the validity of the diagnostic test was determined by measuring the sensitivity (SENS), the specificity (SPEC), and the positive predictive value (PPV) and negative predictive value (NPV). Odds ratios (ORs) and 95% confidence intervals (95%CIs) were calculated using the chi-squared test. The level of rejection of the null hypothesis was 5%. The GraphPad Prism (GraphPad Software, Inc., San Diego, CA, US) software, version 7.0, was used for every analysis.


#

Results

The studied groups were homogeneous with regard to maternal age, ethnicity, and body mass index (BMI). Parity was directly correlated with a successful induction of vaginal delivery ([Table 1]). Two newborns presented with hypoxia and Apgar scores of 0/0/3 (rotation forceps and shoulder dystocia in a 3,978-g fetus) and 1/6/9 (natural birth of a 3,389-g fetus). All other patients presented with a 5-minute Apgar score > 8. Only one puerperal woman presented with a complication in childbirth (puerperal hemorrhage after vaginal delivery). She was treated with uterine curettage, and her condition resolved satisfactorily. In analysis A (successful versus unsuccessful labor induction; [table 2]), the variables that significantly increased the risk of failed vaginal delivery following induction were BS ≤ 2 and cervical lengths ≥ 2.0, 2.5, and 3.0 cm. Although not shown in [Table 2], a cervical length ≥ 3.0 cm combined with additional ultrasound characteristics, and a BS ≤ 5, 4, 3, or 2 also increased the risk of failed labor induction.

Table 2

Analysis A: Unsuccessful labor induction (excluding AFD; n = 80)

Variable studied

TP

FP

FN

TN

SENS

(95%CI)

SPEC

(95%CIs)

PPV

(95%CI)

NPV

(95%CI)

OR

(95%CI)

p-value

BS ≤ 5

11

60

0

9

100.0

(71.5–100.0)

13.0

(6.1–23.3)

15.5

(14.3–16.7)

100.0

(-)

3.6

(0.2–66.5)

0.3876

BS ≤ 4

11

49

0

20

100.0

(71.5–100.0)

29.0

(18.7–41.2)

18.3

(16.2–20.7)

100.0

(-)

9.5

(0.5–169.3)

0.1248

BS ≤ 3

7

33

4

36

63.6

(30.8–89.1)

52.2

(39.8–64.3)

17.5

(11.3–26.1)

90.0

(19.9–95.3)

1.9

(0.5–7.1)

0.3356

BS ≤ 2

5

9

6

60

45.5

(16.7–76.6)

87.0

(76.7–93.9)

35.7

(18.6–57.4)

90.9

(85.2–94.5)

5.6

(1.4–22.0)

0.0147

BS = 1

1

1

10

68

9.1

(0.2–41.3)

98.6

(92.2–100.0)

50.0

(6.3–93.7)

87.2

(84.9–89.1)

6.8

(0.4–117.6)

0.1874

Cervix ≥ 4.5 cm

1

2

10

67

9.1

(0.2–41.3)

97.1

(89.9–99.6)

33.3

(4.7–83.5)

87.0

(84.7–89.0)

3.4

(2.8–40.4)

0.3414

Cervix ≥ 4.0 cm

1

4

10

65

9.1

(0.2–41.3)

94.2

(85.8–98.4)

20.0

(3.0–67.0)

86.7

(84.2–88.8)

1.6

(0.2–16.1)

0.6778

Cervix ≥ 3.5 cm

2

8

9

61

18.2

(2.3–51.8)

88.4

(78.4–94.9)

20.0

(5.7–50.7)

87.1

(83.5–90.0)

1.7

(0.3–9.3)

0.5432

Cervix ≥ 3.0 cm

9

13

2

56

81.8

(48.2–97.7)

81.2

(69.9–89.6)

40.9

(28.3–54.9)

96.6

(88.8–99.0)

19.4

(3.7–100.6)

0.0004

Cervix ≥ 2.5 cm

9

21

2

48

81.8

(48.2–97.7)

69.6

(57.3–80.1)

30.0

(21.4–40.3)

96.0

(87.2–98.8)

10.3

(2.0–51.8)

0.0047

Cervix ≥ 2.0 cm

10

33

1

36

90.9

(58.7–99.8)

52.2

(39.8–64.3)

23.3

(18.2–29.2)

97.3

(84.5–99.6)

10.9

(1.3–89.9)

0.0264

Cervix ≥ 1.5 cm

10

45

1

24

90.9

(58.7–99.8)

34.8

(23.7–47.2)

18.2

(14.7–22.2)

96.0

(78.2–99.4)

5.3

(0.6–44.2)

0.1207

Cervix ≥ 1.0 cm

11

59

0

10

100.0

(71.5–100.0)

14.5

(7.2–25.0)

15.7

(14.5–17.0)

100.0

(-)

4.1

(0.2–74.2)

0.3448

Cervix ≥ 0.5 cm

11

65

0

4

100.0

(71.5–100.0)

5.8

(1.6–14.2)

14.5

(13.8–15.2)

100.0

(-)

1.6

(0.1–31.4)

0.7641

Absence of funneling

10

47

1

22

90.9

(58.7–99.8)

31.9

(21.2–44.2)

17.5

(14.2–21.4)

95.7

(76.7–99.3)

4.7

(0.6–38.9)

0.1530

Absence of internal os dilation

9

44

2

25

81.8

(48.2–97.7)

36.2

(25.0–48.7)

17.0

(12.8–22.2)

92.6

(77.4–97.8)

2.6

(0.5–12.8)

0.2528

Presence of CGA

9

36

2

33

81.8

(48.2–97.7)

47.8

(35.6–60.2)

20.0

(14.9–23.3)

94.3

(82.1–98.3)

4.1

(0.8–20.5)

0.0832

No changes when applying fundal pressure

11

65

0

4

100.0

(71.5–100.0)

5.8

(1.6–14.2)

14.5

(13.8–15.2)

100.0

(-)

1.6

(0.1–31.4)

0.7641

Abbreviations: 95%CI, 95% confidence interval; AFD, acute fetal distress; BS, Bishop score; CGA, cervical gland area; FN, patients with false negative test results for the variable; FP, patients with false positive test results for the variable; NPV, negative predictive value (%); OR, odds ratio; PPV, positive predictive value (%); SENS, sensitivity (%); SPEC, specificity (%); TN, patients with negative test results for the variable; TP, patients with positive test results for the variable.


In analysis B (vaginal delivery versus cesarean delivery [excluding AFD]; [Table 3]), only BS ≤ 2 and cervical length ≥ 3.0 cm were significantly correlated with failed labor induction. As in analysis A, a cervical length ≥ 3.0 cm combined with additional ultrasound characteristics, and a BS ≤ 5, 4, 3, or 2 also increased the likelihood of cesarean section.

Table 3

Analysis B: Cesarean sections (excluding AFD; n = 80)

Variable studied

TP

FP

FN

TN

SENS

(95%CI)

SPEC

(95%CI)

PPV

(95%CI)

NPV

(95%CI)

OR

(95% CI)

p-value

BS ≤ 5

17

54

1

8

94.4

(72.7–99.9)

12.9

(5.7–23.8)

23.9

(21.4–26.7)

88.9

(51.7–98.4)

2.5

0.3–21.6

0.3996

BS ≤ 4

17

43

1

19

94.4

(72.7–99.9)

30.6

(19.6–43.6)

28.3

(24.5–32.6)

95.0

(73.2–99.2)

7.5

0.9–60.6

0.0584

BS ≤ 3

12

28

6

34

66.7

(41.0–86.7)

54.8

(41.7–67.5)

30.0

(21.9–39.6)

85.0

(73.9–91.9)

2.4

0.8–7.3

0.1140

BS ≤ 2

7

7

11

55

38.9

(17.3–64.2)

88.7

(78.1–95.3)

50.0

(28.8–71.2)

83.3

(77.4–88.0)

5.0

1.5–17.1

0.0104

BS = 1

2

0

16

62

11.1

(1.4–34.7)

100.0

(94.2–100.0)

100.0

(–)

79.5

(76.7–82.0)

18.9

0.9–413.9

0.0616

Cervix ≥ 4.5 cm

1

2

17

60

5.6

(0.1–27.3)

96.8

(88.8–99.6)

33.3

(4.6–83.9)

77.9

(75.8–79.9)

1.8

0.1–20.7

0.6509

Cervix ≥ 4.0 cm

2

3

16

59

11.1

(1.4–34.7)

95.2

(86.5–99.0)

40.0

(10.8–78.7)

78.7

(75.6–81.4)

2.5

0.4–16.0

0.3465

Cervix ≥ 3.5 cm

3

7

15

55

16.7

(3.6–41.4)

88.7

(78.1–95.3)

30.0

(11.0–59.8)

78.6

(74.5–82.1)

1.6

0.4–6.8

0.5462

Cervix ≥ 3.0 cm

10

12

8

50

55.6

(30.8–78.5)

80.6

(68.6–89.6)

45.5

(30.2–61.6)

86.2

(78.6–91.4)

5.2

1.7–16.0

0.0040

Cervix ≥ 2.5 cm

10

20

8

42

55.6

(30.8–78.5)

67.7

(54.7–79.1)

33.3

(22.4–46.4)

84.0

(72.3–90.2)

2.6

0.9–7.7

0.0775

Cervix ≥ 2.0 cm

13

30

5

32

72.2

(46.5–90.3)

51.6

(38.6–64.5)

30.2

(22.8–38.9)

86.5

(74.5–93.3)

2.8

0.9–8.7

0.0809

Cervix ≥ 1.5 cm

14

41

4

21

77.8

(52.4–93.6)

33.9

(22.3–47.0)

25.5

(20.1–31.6)

84.0

(67.4–93.0)

1.8

0.5–6.1

0.3521

Cervix ≥ 1.0 cm

17

53

1

9

94.4

(72.7–99.9)

14.5

(6.9–25.8)

24.3

(21.6–27.2)

90.0

(55.0–98.5)

2.9

0.3–24.4

0.3309

Cervix ≥ 0.5 cm

18

58

0

4

100.0

(81.5–100.0)

6.5

(1.8–15.7)

23.7

(22.5–24.9)

100.0

(-)

2.8

0.1–55.4

0.4898

Absence of funneling

16

41

2

21

88.9

(65.3–98.6)

33.9

(22.3–47.0)

28.1

(23.5–33.2)

91.3

(73.1–97.6)

4.1

0.9–19.5

0.0766

Absence of internal os dilation

15

38

3

24

83.3

(58.6–96.4)

38.7

(26.6–51.9)

28.3

(22.9–34.4)

88.9

(73.1–95.9)

3.2

0.8–12.0

0.0928

Presence of CGA

12

33

6

29

66.7

(41.0–86.7)

46.8

(34.0–59.8)

26.7

(19.6–35.2)

82.9

(70.5–90.7)

1.8

0.6–5.3

0.3148

No changes when applying fundal pressure

18

58

0

4

100.0

(81.5–100.0)

6.5

(1.79–15.7)

23.7

(22.5–24.9)

100.0

(-)

2.8

0.1–55.4

0.4898

Abbreviations: 95%CI, 95% confidence interval; AFD, acute fetal distress; BS, Bishop score; CGA, cervical gland area; FN, patients with false negative test results for the variable; FP, patients with false positive test results for the variable; NPV, negative predictive value (%); OR, odds ratio; PPV, positive predictive value (%); SENS, sensitivity (%); SPEC, specificity (%); TN, patients with negative test results for the variable; TP, patients with positive test results for the variable.


In analysis C (induction of vaginal delivery versus cesarean delivery [including AFD]; n = 90), the results were similar to those of analyses A and B. Bishop scores ≤ 4 (SENS = 92.9; SPEC = 30.6; PPV = 37.7; NPV = 90.5; OR = 5.7 [95%CI = 1.2-26.7]; p = 0.0257), 3 (SENS = 75.0; SPEC = 54.8; PPV = 42.9; NPV = 82.9; OR = 3.6 [95%CI = 1.4-9.8]; p = 0.0106), and 2 (SENS = 42.9; SPEC = 88.7; PPV = 63.2; NPV = 77.5; OR = 5.9 [95%CI = 2.0-17.5]; p = 0.0014), as well as cervical lengths ≥ 2.0 (SENS = 71.4; SPEC = 51.6; PPV = 40.0; NPV = 80.0; OR = 2.7 [95%CI = 1.0-7.0]; p = 0.0451) and 3.0 cm (SENS = 53.6; SPEC = 80.6; PPV = 55.6; NPV = 79.4; OR = 4.8 [95%CI = 1.8-12.7]; p = 0.016) were significantly correlated with induction failure. In addition, a cervical length ≥ 3.0 cm combined with other ultrasound characteristics and BS ≤ 5, 4, 3, or 2 increased the likelihood of cesarean section. The parity-related bias was eliminated by conducting an analysis exclusively using primiparous patients ([Table 4]). In this evaluation, only previously identified cut-off points were used. The risk of induction failure and the consequent need for cesarean section were increased in analyses B and C using a BS ≤ 2, as well as in analyses A, B, and C using a cervical length ≥ 3.0 cm. The combination of variables also increased the likelihood of induction failure and cesarean section.

Table 4

Analysis of only primiparous women

Analysis model

Variable studied

TP

FP

FN

TN

SENS

(95%CI)

SPEC

(95%CI)

PPV

(95%CI)

NPV

(95% CI)

OR

(95% CI)

p-value

Analysis A: Labor induction

BS ≤ 2

5

7

6

34

45.5

(16.7-76.6)

82.9

(67.9-92.8)

41.7

(21.9-64.5)

85.0

(76.4-90.8)

4.0

(1.0-17.0)

0.0568

Unsuccessful (excluding AFD) (n = 52)

Cervix ≥ 3.0 cm

9

5

2

36

81.8

(48.2-97.7)

87.8

(73.8-95.9)

64.3

43.1-81.1

94.7

(93.6-98.4)

32.4

(5.4-195.1)

0.0001

Analysis B: Cesarean section

BS ≤ 2

7

5

10

30

41.2

(18.4-67.1)

85.7

(69.7-95.2)

58.3

(34.2-79.0)

75.0

(66.3-82.0)

4.2

(1.1-16.2)

0.0376

(excluding AFD) (n = 52)

Cervix ≥ 3.0 cm

10

4

7

31

58.8

(32.9-81.6)

88.6

(73.3-96.8)

71.4

(47.8-87.2)

81.6

(71.2-88.8)

11.1

(2.7-45.8)

0.0009

Analysis C: Cesarean section

BS ≤ 2

12

5

15

30

44.4

(25.5-64.7)

85.7

(69.7-95.2)

70.6

(49.0-85.7)

66.7

(58.2-74.2)

4.8

(1.4-16.2)

0.0113

(including AFD) (n = 62)

Cervix ≥ 3.0 cm

15

4

12

31

55.6

(35.3-74.5)

88.6

(73.3-96.8)

78.9

(58.4-90.9)

72.1

62.5-80.0)

9.7

(2.7-35.1)

0.0006

Abbreviations: 95%CI, 95% confidence interval; AFD, acute fetal distress; BS, Bishop score; FN, patients with false negative test results for the variable; FP, patients with false positive test results for the variable; NPV, negative predictive value (%); OR, odds ratio; PPV, positive predictive value (%); SENS, sensitivity (%); SPEC, specificity (%); TN, patients with negative test results for the variable; TP, patients with positive test results for the variable.



#

Discussion

In every analysis, the isolated variables (BS ≤ 2 and cervical length ≥ 3.0 cm) yielded significant results. A BS ≤ 2 yielded satisfactory SPEC and NPV in analyses A, B, and C. This finding is similar to the results obtained in other studies that used different BSs and methods of evaluating successful labor induction, including the systematic reviews by Hatfield et al (2007)[25] (which included 3 studies with a BS of 5; 5 studies with a BS of 4; and 2 studies with a BS of 3), Papillon-Smith and Abenhaim (2015)[26] (which included 2 studies with a BS of 2), and Ezebialu et al (2015)[24] (which did not find that the BS was statistically valid).

A cervical length ≥ 3.0 cm exhibited satisfactory SPEC and NPV in analyses A, B, and C, as well as adequate SENS in analysis A. These findings are similar to those of many other studies (numerous studies found a similar result for the BS) that used different BSs for cervical size and methods of evaluating labor induction success. Papillon-Smith and Abenhaim (2015)[26] included 1 study with a cervical length cut-off point of 3.4 cm; 6 studies with a cut-off point of 3.0 cm; 2 studies with a cut-off point of 2.8 cm; 1 study with a cut-off point of 2.7 cm; 5 studies with cut-off points between 2.4 and 2.6 cm; and 5 studies with cut-off points < 2.4 cm. We used 3.0 cm as a cut-off point to improve the diagnostic test values of the variables examined by combining them with every morphological cervical change (that is, funneling, internal os dilation, CGA, and the morphological changes in the cervix as a result of applying fundal pressure) and each other. The combination of variables resulted in partial improvement, but it was not sufficient to justify its clinical use. The isolated analysis of these variables was simpler and sufficient, and other studies cited in systematic reviews such as those by Hatfield et al (2007)[25] and Papillon-Smith and Abenhaim (2015)[26] corroborate this result.

The group from analysis A (successful versus unsuccessful labor induction) was created to evaluate unsuccessful induction. Therefore, cases of cesarean delivery due to cephalopelvic disproportion (diagnosed in our study during the expulsion period) were considered cases of successful induction because they did not exclusively result in vaginal delivery, given the bone incompatibility that was not previously detected by the obstetrician. In contrast, the group with unsuccessful labor induction included cases of induction failure (the absence of response to the induction protocol) and functional dystocia; the latter was due to labor that did not evolve satisfactorily despite corrective attempts, thereby suggesting that labor induction was not effective. Nevertheless, two studies considered significant by Ezebialu et al (2015)[24] evaluated cases involving changes in fetal well-being; however, these cases were removed from our analysis because common sense suggests that the cervix is not involved in changes in fetal well-being, nor do these studies suggest a significant difference among the studied groups with regard to fetal well-being.

In the group from analysis B (vaginal delivery versus cesarean delivery, excluding AFD), the cases undergoing cesarean delivery due to cephalopelvic disproportion were combined with cases that resulted in cesarean delivery due to induction failure or functional dystocia. Cases involving AFD were removed from the analysis for the same reason as noted in analysis A.

The group from analysis C (vaginal delivery versus cesarean delivery) was similar to the group from analysis B, except that indications for cesarean section due to AFD were included. This group best reflects the profile of almost every other study compiled in the systematic reviews on this topic.[24] [25] [26] [27]

In the present study ([Table 1]), only 1 case (a non-primiparous woman with a previous natural birth) out of 28 evolved into cesarean delivery. This procedure was indicated due to cephalopelvic disproportion, which we regard as successful induction (birthweigth: 3,626 g). This result is an unequivocal demonstration that parity is directly correlated with the success of labor induction.

The analyses of only the primiparous women in groups A, B, and C, BS ≤ 2, and cervical length ≥ 3.0 cm ([Table 4]) indicated improvement in the quality of the diagnostic tests compared to the previous analysis that included several parity groups, particularly with regard to PPV. The PPV might be close to 80% in the group from analysis C when the cervical length is ≥ 3.0 cm. Therefore, for every 5 primiparous patients undergoing a cesarean delivery due to cervical length ≥ 3.0 cm, regardless of the indication, only 1 patient progressed to vaginal delivery using our labor induction protocol.

A major difficulty encountered by systematic reviews is the great heterogeneity of the population characteristics, such as the presence or even the mention of maternal and/or fetal comorbidities, the criteria to consider an induction successful or unsuccessful, and the GA at which TVS analyses are performed or when labor induction is initiated, in addition to many other minor aspects.[24] [25] [26] [27] In the present study, we attempted to emulate most of the previous work as much as possible; we created the analysis C group (vaginal delivery versus cesarean delivery, regardless of duration), in which only 11 out of the 20 studies analyzed by Hatfield et al (2007)[25] fit. The others argue that delivery should occur < 24 hours after the onset of labor or simply enter the active phase of labor, which is a more heterogeneous and difficult issue to distinguish according to Papillon-Smith and Abenhaim (2015)[26] and Verhoeven et al (2013).[27] We evaluated the cervical size in conjunction with the BS. A total of 10 out of 20 papers performed this analysis and obtained similar results to ours, according to Hatfield et al (2007)[25]; 11 out of 31 papers obtained similar results according to Papillon-Smith and Abenhaim (2015).[26] We evaluated other characteristics of the cervix, but in contrast to other systematic reviews, we did not find significance; in fact, only 5 out of 20 studies evaluated other cervical characteristics and found significance, according to Hatfield et al (2007)[25]; 8 out of 31 studies evaluated other cervical characteristics, and half of them found significance according to Papillon-Smith and Abenhaim (2015)[26]; and 8 out of 31 studies evaluated other cervical characteristics and did not find significance in the meta-analysis according to Verhoeven et al (2013).[27] We created a unique analysis of primiparous women ([Table 4]) to prevent any parity-related bias. A limited number of studies also performed this analysis according to Hatfield et al (2007),[25] and only 5 out of 31 found results identical to ours according to Verhoeven et al (2013).[27]

None of the variables evaluated in these groups should be used to indicate cesarean delivery without the need for attempted induction, which is consistent with the extant systematic reviews on the subject.[24] [25] [26] [27] The use of these variables as indications for cesarean section is possible in cases in which the adopted test presents with satisfactory SENS and SPEC values and the PPV is close to 100%. Importantly, this study observed this characteristic in analyses B and C with a BS of 1, although the significance of these variables was poor (p > 0.05), and the SENS was low (close to 10%).


#

Conclusion

Transvaginal sonography before the onset of labor in patients > 40 weeks of gestation is a useful tool to predict failed labor induction or cesarean delivery. However, TVS should not be used to justify cesarean delivery using the argument that labor induction might fail in high-risk cases. More studies with larger sample sizes are necessary to address this question more conclusively.


#
#

Conflicts of Interest:

The authors have none to declare.

Contributors

Christian E Sevrin: design, data collection, statistical analysis and preparation of the manuscript; Letícia M Martorelli: data collection; Eduardo A B Famá: data collection; César E Fernandes: preparation of the manuscript; Mauro Sancovski: preparation of the manuscript; and Emerson Oliveira: design, statistical analysis and preparation of the manuscript.


  • References

  • 1 Lindström TM, Bennett PR. The role of nuclear factor kappa B in human labour. Reproduction 2005; 130 (05) 569-581 . Doi: 10.1530/rep.1.00197
  • 2 Phillippe M. Cell-free fetal DNA, telomeres, and the spontaneous onset of parturition. Reprod Sci 2015; 22 (10) 1186-1201 . Doi: 10.1177/1933719115592714
  • 3 Akin JW, Conover WB, DePriest PD. Increasing quantity of maternal immunoglobulin G in trophoblastic tissue before the onset of normal labor. Am J Obstet Gynecol 1990; 162 (05) 1154-1157 . Doi: 10.1016/0002-9378(90)90005-R
  • 4 Lim S, MacIntyre DA, Lee YS. , et al. Nuclear factor kappa B activation occurs in the amnion prior to labour onset and modulates the expression of numerous labour associated genes. PLoS One 2012; 7 (04) e34707 . Doi: 10.1371/journal.pone.0034707
  • 5 Biggar RJ, Poulsen G, Melbye M, Ng J, Boyd HA. Spontaneous labor onset: is it immunologically mediated?. Am J Obstet Gynecol 2010; 202 (03) 268.e1-268.e7 . Doi: 10.1016/j.ajog.2009.10.875
  • 6 Hassan SS, Romero R, Tarca AL. , et al. The transcriptome of cervical ripening in human pregnancy before the onset of labor at term: identification of novel molecular functions involved in this process. J Matern Fetal Neonatal Med 2009; 22 (12) 1183-1193 . Doi: 10.3109/14767050903353216
  • 7 Mandruzzato G, Alfirevic Z, Chervenak F. , et al; World Association of Perinatal Medicine. Guidelines for the management of postterm pregnancy. J Perinat Med 2010; 38 (02) 111-119 . Doi: 10.1515/JPM.2010.057
  • 8 American College of Obstetricians and Gynecologists. Practice bulletin no. 146: Management of late-term and postterm pregnancies. Obstet Gynecol 2014; 124 (2 Pt 1): 390-396 . Doi: 10.1097/01.AOG.0000452744.06088.48
  • 9 Ramires de Jesus G, Ramires de Jesus N, Peixoto-Filho FM, Lobato G. Caesarean rates in Brazil: what is involved?. BJOG 2015; 122 (05) 606-609 . Doi: 10.1111/1471-0528.13119
  • 10 Ministério da Saúde. DATASUS: Tecnologia da Informação a Serviço do SUS. Nascidos Vivos. 2017 http://tabnet.datasus.gov.br/cgi/tabcgi.exe?sinasc/cnv/nvuf.def . Accessed July 12, 2017
  • 11 Betrán AP, Ye J, Moller AB, Zhang J, Gülmezoglu AM, Torloni MR. The increasing trend in caesarean section rates: global, regional and national estimates: 1990–2014. PLoS One 2016; 11 (02) e0148343 . Doi: 10.1371/journal.pone.0148343
  • 12 Machado Júnior LC, Sevrin CE, Oliveira E. , et al. Association between mode of delivery and neonatal deaths and complications in term pregnancy: a cohort study in Brazil. Minerva Pediatr 2014; 66 (02) 111-122
  • 13 Machado Junior LC, Sevrin CE, Oliveira Ed. , et al. [Association between mode of delivery and maternal complications in a public hospital in Greater Metropolitan São Paulo, Brazil]. Cad Saude Publica 2009; 25 (01) 124-132 . Doi: 10.1590/S0102-311×2009000100013
  • 14 Zizzo AR, Kirkegaard I, Pinborg A, Ulbjerg N. Decline in stillbirths and perinatal mortality after implementation of a more aggressive induction policy in post-date pregnancies: a nationwide register study. Acta Obstet Gynecol Scand 2017; 96 (07) 862-867 . Doi: 10.1111/aogs.13113
  • 15 Hussain AA, Yakoob MY, Imdad A, Bhutta ZA. Elective induction for pregnancies at or beyond 41 weeks of gestation and its impact on stillbirths: a systematic review with meta-analysis. BMC Public Health 2011; 11 (Suppl. 03) S5 . Doi: 10.1186/1471-2458-11-S3-S5
  • 16 Dekker RL. Labour induction for late-term or post-term pregnancy. Women Birth 2016; 29 (04) 394-398 . Doi: 10.1016/j.wombi.2016.01.007
  • 17 Davey MA, King J. Caesarean section following induction of labour in uncomplicated first births- a population-based cross-sectional analysis of 42,950 births. BMC Pregnancy Childbirth 2016; 16: 92 . Doi: 10.1186/s12884-016-0869-0
  • 18 Talaulikar VS, Arulkumaran S. Failed induction of labor: strategies to improve the success rates. Obstet Gynecol Surv 2011; 66 (11) 717-728 . Doi: 10.1097/OGX.0b013e31823e0c69
  • 19 Kjeldsen LL, Sindberg M, Maimburg RD. Earlier induction of labour in post term pregnancies--A historical cohort study. Midwifery 2015; 31 (05) 526-531 . Doi: 10.1016/j.midw.2015.02.003
  • 20 Mayberry LJ, Gennaro S, Strange L, Williams M, De A. Maternal fatigue: implications of second stage labor nursing care. J Obstet Gynecol Neonatal Nurs 1999; 28 (02) 175-181
  • 21 American College of Obstetricians and Gynecologists. ACOG Practice Bulletin No.142: Cerclage for the management of cervical insufficiency. Obstet Gynecol 2014; 123 (2 Pt 1): 372-379 . Doi: 10.1097/01.AOG.0000443276.68274.cc
  • 22 Brown R, Gagnon R, Delisle MF. ; MATERNAL FETAL MEDICINE COMMITTEE. Cervical insufficiency and cervical cerclage. J Obstet Gynaecol Can 2013; 35 (12) 1115-1127 . Doi: 10.1016/S1701-2163(15)30764-7
  • 23 Berghella V, Palacio M, Ness A, Alfirevic Z, Nicolaides KH, Saccone G. Cervical length screening for prevention of preterm birth in singleton pregnancy with threatened preterm labor: systematic review and meta-analysis of randomized controlled trials using individual patient-level data. Ultrasound Obstet Gynecol 2017; 49 (03) 322-329 . Doi: 10.1002/uog.17388
  • 24 Ezebialu IU, Eke AC, Eleje GU, Nwachukwu CE. Methods for assessing pre-induction cervical ripening. Cochrane Database Syst Rev 2015; (06) CD010762 . Doi: 10.1002/14651858.CD010762.pub2
  • 25 Hatfield AS, Sanchez-Ramos L, Kaunitz AM. Sonographic cervical assessment to predict the success of labor induction: a systematic review with metaanalysis. Am J Obstet Gynecol 2007; 197 (02) 186-192 . Doi: 10.1016/j.ajog.2007.04.050
  • 26 Papillon-Smith J, Abenhaim HA. The role of sonographic cervical length in labor induction at term. J Clin Ultrasound 2015; 43 (01) 7-16 . Doi: 10.1002/jcu.22229
  • 27 Verhoeven CJ, Opmeer BC, Oei SG, Latour V, van der Post JA, Mol BW. Transvaginal sonographic assessment of cervical length and wedging for predicting outcome of labor induction at term: a systematic review and meta-analysis. Ultrasound Obstet Gynecol 2013; 42 (05) 500-508 . Doi: 10.1002/uog.12467
  • 28 Kagan KO, Sonek J. How to measure cervical length. Ultrasound Obstet Gynecol 2015; 45 (03) 358-362 . Doi: 10.1002/uog.14742
  • 29 Bishop EH. Pelvic scoring for elective induction. Obstet Gynecol 1964; 24: 266-268

Address for correspondence

Christian Eric Sevrin, MD, MSc
Av. Lauro Gomes 2000 - Vila Sacadura Cabral
Santo André - SP, 09060-870

  • References

  • 1 Lindström TM, Bennett PR. The role of nuclear factor kappa B in human labour. Reproduction 2005; 130 (05) 569-581 . Doi: 10.1530/rep.1.00197
  • 2 Phillippe M. Cell-free fetal DNA, telomeres, and the spontaneous onset of parturition. Reprod Sci 2015; 22 (10) 1186-1201 . Doi: 10.1177/1933719115592714
  • 3 Akin JW, Conover WB, DePriest PD. Increasing quantity of maternal immunoglobulin G in trophoblastic tissue before the onset of normal labor. Am J Obstet Gynecol 1990; 162 (05) 1154-1157 . Doi: 10.1016/0002-9378(90)90005-R
  • 4 Lim S, MacIntyre DA, Lee YS. , et al. Nuclear factor kappa B activation occurs in the amnion prior to labour onset and modulates the expression of numerous labour associated genes. PLoS One 2012; 7 (04) e34707 . Doi: 10.1371/journal.pone.0034707
  • 5 Biggar RJ, Poulsen G, Melbye M, Ng J, Boyd HA. Spontaneous labor onset: is it immunologically mediated?. Am J Obstet Gynecol 2010; 202 (03) 268.e1-268.e7 . Doi: 10.1016/j.ajog.2009.10.875
  • 6 Hassan SS, Romero R, Tarca AL. , et al. The transcriptome of cervical ripening in human pregnancy before the onset of labor at term: identification of novel molecular functions involved in this process. J Matern Fetal Neonatal Med 2009; 22 (12) 1183-1193 . Doi: 10.3109/14767050903353216
  • 7 Mandruzzato G, Alfirevic Z, Chervenak F. , et al; World Association of Perinatal Medicine. Guidelines for the management of postterm pregnancy. J Perinat Med 2010; 38 (02) 111-119 . Doi: 10.1515/JPM.2010.057
  • 8 American College of Obstetricians and Gynecologists. Practice bulletin no. 146: Management of late-term and postterm pregnancies. Obstet Gynecol 2014; 124 (2 Pt 1): 390-396 . Doi: 10.1097/01.AOG.0000452744.06088.48
  • 9 Ramires de Jesus G, Ramires de Jesus N, Peixoto-Filho FM, Lobato G. Caesarean rates in Brazil: what is involved?. BJOG 2015; 122 (05) 606-609 . Doi: 10.1111/1471-0528.13119
  • 10 Ministério da Saúde. DATASUS: Tecnologia da Informação a Serviço do SUS. Nascidos Vivos. 2017 http://tabnet.datasus.gov.br/cgi/tabcgi.exe?sinasc/cnv/nvuf.def . Accessed July 12, 2017
  • 11 Betrán AP, Ye J, Moller AB, Zhang J, Gülmezoglu AM, Torloni MR. The increasing trend in caesarean section rates: global, regional and national estimates: 1990–2014. PLoS One 2016; 11 (02) e0148343 . Doi: 10.1371/journal.pone.0148343
  • 12 Machado Júnior LC, Sevrin CE, Oliveira E. , et al. Association between mode of delivery and neonatal deaths and complications in term pregnancy: a cohort study in Brazil. Minerva Pediatr 2014; 66 (02) 111-122
  • 13 Machado Junior LC, Sevrin CE, Oliveira Ed. , et al. [Association between mode of delivery and maternal complications in a public hospital in Greater Metropolitan São Paulo, Brazil]. Cad Saude Publica 2009; 25 (01) 124-132 . Doi: 10.1590/S0102-311×2009000100013
  • 14 Zizzo AR, Kirkegaard I, Pinborg A, Ulbjerg N. Decline in stillbirths and perinatal mortality after implementation of a more aggressive induction policy in post-date pregnancies: a nationwide register study. Acta Obstet Gynecol Scand 2017; 96 (07) 862-867 . Doi: 10.1111/aogs.13113
  • 15 Hussain AA, Yakoob MY, Imdad A, Bhutta ZA. Elective induction for pregnancies at or beyond 41 weeks of gestation and its impact on stillbirths: a systematic review with meta-analysis. BMC Public Health 2011; 11 (Suppl. 03) S5 . Doi: 10.1186/1471-2458-11-S3-S5
  • 16 Dekker RL. Labour induction for late-term or post-term pregnancy. Women Birth 2016; 29 (04) 394-398 . Doi: 10.1016/j.wombi.2016.01.007
  • 17 Davey MA, King J. Caesarean section following induction of labour in uncomplicated first births- a population-based cross-sectional analysis of 42,950 births. BMC Pregnancy Childbirth 2016; 16: 92 . Doi: 10.1186/s12884-016-0869-0
  • 18 Talaulikar VS, Arulkumaran S. Failed induction of labor: strategies to improve the success rates. Obstet Gynecol Surv 2011; 66 (11) 717-728 . Doi: 10.1097/OGX.0b013e31823e0c69
  • 19 Kjeldsen LL, Sindberg M, Maimburg RD. Earlier induction of labour in post term pregnancies--A historical cohort study. Midwifery 2015; 31 (05) 526-531 . Doi: 10.1016/j.midw.2015.02.003
  • 20 Mayberry LJ, Gennaro S, Strange L, Williams M, De A. Maternal fatigue: implications of second stage labor nursing care. J Obstet Gynecol Neonatal Nurs 1999; 28 (02) 175-181
  • 21 American College of Obstetricians and Gynecologists. ACOG Practice Bulletin No.142: Cerclage for the management of cervical insufficiency. Obstet Gynecol 2014; 123 (2 Pt 1): 372-379 . Doi: 10.1097/01.AOG.0000443276.68274.cc
  • 22 Brown R, Gagnon R, Delisle MF. ; MATERNAL FETAL MEDICINE COMMITTEE. Cervical insufficiency and cervical cerclage. J Obstet Gynaecol Can 2013; 35 (12) 1115-1127 . Doi: 10.1016/S1701-2163(15)30764-7
  • 23 Berghella V, Palacio M, Ness A, Alfirevic Z, Nicolaides KH, Saccone G. Cervical length screening for prevention of preterm birth in singleton pregnancy with threatened preterm labor: systematic review and meta-analysis of randomized controlled trials using individual patient-level data. Ultrasound Obstet Gynecol 2017; 49 (03) 322-329 . Doi: 10.1002/uog.17388
  • 24 Ezebialu IU, Eke AC, Eleje GU, Nwachukwu CE. Methods for assessing pre-induction cervical ripening. Cochrane Database Syst Rev 2015; (06) CD010762 . Doi: 10.1002/14651858.CD010762.pub2
  • 25 Hatfield AS, Sanchez-Ramos L, Kaunitz AM. Sonographic cervical assessment to predict the success of labor induction: a systematic review with metaanalysis. Am J Obstet Gynecol 2007; 197 (02) 186-192 . Doi: 10.1016/j.ajog.2007.04.050
  • 26 Papillon-Smith J, Abenhaim HA. The role of sonographic cervical length in labor induction at term. J Clin Ultrasound 2015; 43 (01) 7-16 . Doi: 10.1002/jcu.22229
  • 27 Verhoeven CJ, Opmeer BC, Oei SG, Latour V, van der Post JA, Mol BW. Transvaginal sonographic assessment of cervical length and wedging for predicting outcome of labor induction at term: a systematic review and meta-analysis. Ultrasound Obstet Gynecol 2013; 42 (05) 500-508 . Doi: 10.1002/uog.12467
  • 28 Kagan KO, Sonek J. How to measure cervical length. Ultrasound Obstet Gynecol 2015; 45 (03) 358-362 . Doi: 10.1002/uog.14742
  • 29 Bishop EH. Pelvic scoring for elective induction. Obstet Gynecol 1964; 24: 266-268