Intro
Placenta accreta spectrum (PAS) refers to a condition characterized by abnormal placental adherence to the myometrium or invasion into surrounding structures. This abnormal implantation impedes normal detachment of the placenta after delivery, often leading to life-threatening obstetric complications, such as massive hemorrhage, uterine rupture, and the need for hysterectomy [ 1 ]. PAS is classified into three types based on the extent of villi invasion: placenta accreta, where the villi attach to the myometrial surface without penetration; placenta increta, involving villi invasion into the myometrium; and placenta percreta, where the villi penetrate the uterine serosa and may involve adjacent organs [ 2 ]. Disruptions in the uterine cavity can damage the endometrial–myometrial interface, promoting scar tissue formation and elevating the risk of PAS [ 3 , 4 ].
Placenta previa is the most significant individual risk factor for PAS, with an 11.0-fold increased odds ratio compared to cases without previa [ 4 ]. This risk is pronounced when the placenta overlies a uterine scar. Although prior caesarean section independently contributes to the risk of PAS, the coexistence of placenta previa and a history of caesarean delivery leads to a synergistic effect, dramatically elevating the likelihood of PAS [ 4 – 6 ]. The incidence of PAS has increased 10-fold over the past four decades [ 6 ].
Accurate prenatal detection of PAS is essential because it affects maternal morbidity and mortality and is associated with a high risk of prolonged surgeries, uncontrollable bleeding, extended hospitalizations, intensive care unit (ICU) admissions, and even death. Patients with suspected PAS should receive comprehensive prenatal counselling, with particular emphasis on the potential need for hysterectomy, which causes permanent loss of fertility. Additionally, clinical outcomes improve considerably when delivery is strategically planned and managed by a specialized multidisciplinary team, preferably at centers of excellence for PAS [ 7 – 10 ].
Detection of PAS relies on imaging techniques, and ultrasonography (US) is a critical imaging modality for its diagnosis [ 11 , 12 ]. As a non-invasive technique, US can be performed repeatedly during pregnancy, facilitating continuous monitoring and timely identification of placental invasion. Although US is a reliable method utilized to detect PAS, its diagnostic accuracy may be compromised under specific circumstances. The effectiveness of US depends on the proficiency of the operator in conducting examinations and interpreting the results. Visualization of the placenta may also be challenging in cases of maternal obesity, posterior placental location, or when placental invasion or adherence is limited or focal [ 13 – 15 ].
Magnetic resonance imaging (MRI) may be considered a complementary imaging modality for assessing the depth of placental invasion and extent of lateral extension, while also enhancing visualization in cases of a posteriorly located placenta [ 16 , 17 ]. The diagnostic value of US and MRI has been reported in the detection of PAS [ 14 , 18 – 23 ]. Fratelli et al. and D’antonio et al. assert that US and MRI demonstrate similar diagnostic accuracies for PAS detection [ 21 , 24 ]. However, owing to the high cost of MRI, it was performed only in cases where PAS was strongly suspected based on US findings.
US and MRI are, therefore, widely used tools for diagnosing and detecting PAS; however, a lack of data exists on the effectiveness of US and MRI in predicting maternal and neonatal morbidity. While a single study has demonstrated the utility of these imaging modalities in forecasting adverse perinatal outcomes [ 25 ], another has reported limited prognostic value [ 26 ]. This study aimed to determine whether the combined use of US and MRI improves the prediction of adverse perinatal outcomes, in addition to enhancing diagnostic accuracy for PAS.
Results
In total, 150 patients with placenta previa who underwent placenta MRI were identified at our tertiary hospital. Of the 150 patients, forty-one patients were diagnosed with PAS clinically and histopathologically according to the FIGO classification. Among the histopathologically PAS-confirmed cases ( n = 13), two were diagnosed as placenta increta, and no cases of placenta percreta were identified. Table 1 summarizes the demographic and clinical characteristics of the patients. There were significant differences between PAS-diagnosed group and non-PAS group in multiple clinical parameters, including previa type ( p = 0.017), history of previous caesarean section (39.0% vs 14.7%, p = 0.003), estimated blood loss (EBL) (1627.8 ± 962.8 mL vs 958.3 ± 528.9 mL, p < 0.001), pre- to post-operative hemoglobin (Hb) difference (3.0 ± 1.4 g/dL vs 2.4 ± 1.2 g/dL, p = 0.009), transfusion requirement (56.0% vs 37.6%, p = 0.041), number of transfusion units administered (2.5 ± 3.5 vs 0.9 ± 1.6, p = 0.008), incidence of hysterectomy (31.7% vs 0.9%, p < 0.001), maternal ICU admission (12.2% vs 0.9%, p = 0.007), preterm birth (gestational age [GA] < 37 weeks) (51.2% vs 27.5%, p = 0.006), low birthweight (< 2,500 g) (29.3% vs 13.8%, p = 0.028), 1-minute Apgar scores (AS) < 7 (75.6% vs 55.0%, p = 0.022), and 5-minute AS < 7 (22.0% vs 3.7%, p = 0.001).
Clinical characteristics and pregnancy outcomes according to PAS status.
Data are presented as mean ± standard deviation or number (percentage).
* Number of packed red blood cell (RBC) units transfused.
Hb, hemoglobin; CS, caesarean section; AS, Apgar score; GA, gestational age; SGA, small for gestational age; PAS, placenta accreta spectrum; SD, standard deviation; IVF, in vitro fertilization; NICU, Neonatal intensive care unit; EBL, Estimated blood loss; D&E, Dilation and evacuation.
US demonstrated significant diagnostic value in detecting PAS and in predicting maternal and neonatal outcomes. Prenatal suspicion of PAS (hereafter referred to as the PAS-suspected on US group) were significantly associated with a confirmed diagnosis of PAS (39.5% vs 10.9%, p < 0.001) ( Fig 1 ). Regarding clinical characteristics, previa type, history of previous caesarean section (29.1% vs 10.9%, p = 0.003) and history of myomectomy (10.5% vs 0.0%, p = 0.010) showed significant differences between PAS-suspected on US group and PAS-unsuspected on US group. Additionally, regarding maternal and neonatal outcomes, PAS-suspected on US group also exhibited significantly higher EBL (1323.1 ± 844.0 mL vs 896.9 ± 461.6 mL, p < 0.001), transfusion requirement (55.8% vs 25.0%, p < 0.001), number of transfusion units administered (1.8 ± 2.7 vs 0.7 ± 1.7, p = 0.003), use of intrauterine balloon tamponade (65.1% vs 40.6%, p = 0.003), incidence of hysterectomy (15.1% vs 1.6%, p = 0.005) and preterm birth before 37 weeks of gestation (47.7% vs 15.6%, p < 0.001), neonatal ventilatory support (20.9% vs 7.8%, p = 0.027), 1-minute AS < 7 (69.8% vs 48.4%, p = 0.008) than the group without prenatal suspicion of PAS on US (hereafter referred to as the PAS-unsuspected on US group) ( Table 2 ).
Prediction of maternal and neonatal outcomes by US.
Data are presented as mean ± standard deviation or number (percentage).
* Number of packed red blood cell units transfused.
Hb, hemoglobin; AS, Apgar score; GA, gestational age; SGA, small for gestational age; ICU, intensive care unit; EBL, estimated blood loss; NICU, neonatal intensive care unit; PAS, placenta accreta spectrum; SD, standard deviation; US, ultrasonography.
The detection rate of confirmed PAS was significantly higher in PAS-suspected on US group than PAS-unsuspected on US group (39.5% vs 10.9%, p < 0.001). PAS, placenta accreta spectrum; US, ultrasonography.
Fig 2 illustrates that prenatal suspicion of PAS on MRI (hereafter referred to as the PAS-suspected on MRI group) strongly correlated with the confirmed diagnosis of PAS (52.6% vs 11.8%, p < 0.001). The number of transfusion units administered (2.2 ± 3.3 vs 0.8 ± 1.25, p = 0.005), incidence of hysterectomy (22.8% vs 1.1%, p < 0.001), maternal ICU admission (10.5% vs 0%, p = 0.003), preterm birth before 37 weeks of gestation (49.1% vs 23.9%, p = 0.002) and before 34 weeks of gestation (10.5% vs 1.1%, p = 0.012), neonatal ICU (NICU) admission (36.8% vs 20.4%, p = 0.027), neonatal ventilatory support (26.3% vs 8.6%, p = 0.003), 1-minute AS < 7 (73.7% vs 52.7%, p = 0.011), and 5-minute AS < 7 (15.8% vs 4.3%, p = 0.032) occurred more frequently in the PAS-suspected on MRI group than in the group without prenatal suspicion of PAS on MRI (hereafter referred to as the PAS-unsuspected on MRI group) ( Table 3 ).
Prediction of maternal and neonatal outcomes by MRI.
Data are presented as mean ± standard deviation or number (percentage).
* Number of packed red blood cell units transfused.
Hb, hemoglobin; AS, Apgar score; GA, gestational age; SGA, small for gestational age; ICU, intensive care unit; EBL, estimated blood loss; NICU, neonatal intensive care unit; PAS, placenta accreta spectrum; SD, standard deviation; MRI, magnetic resonance imaging.
The rate of confirmed PAS was markedly higher in PAS-suspected on MRI group than in PAS-unsuspected on MRI group (52.6% vs 11.8%, p < 0.001), indicating a significant diagnostic association. PAS, placenta accreta spectrum; MRI, magnetic resonance imaging.
The diagnostic performances of US and MRI for detecting PAS are presented in Table 4 . US demonstrated a sensitivity of 82.9%, specificity of 52.3%, PPV of 39.5%, NPV of 89.1%, and overall diagnostic accuracy of 60.7%. In comparison, MRI exhibited a sensitivity of 73.2%, specificity of 75.2%, PPV of 52.6%, NPV of 88.2%, and an accuracy of 74.7%. Although a significant overall discrepancy was observed in the PAS-suspected on between US and MRI ( n = 150, p = 0.013 by McNemar’s test), subgroup analyses revealed no significant differences in sensitivity among patients diagnosed with PAS cases ( n = 41, p = 0.270 by McNemar’s test) and specificity among cases diagnosed without PAS ( n = 109, p = 0.619 by McNemar’s test). This suggests that the overall difference was driven by the distribution of discordant classifications rather than a consistent superiority of one modality over the other in either sensitivity or specificity. Based on these findings, the diagnostic performance of combined US and MRI for the detection of PAS was further evaluated.
Sensitivity, specificity, PPV, NPV, and accuracy of US and MRI in detecting PAS.
PPV, positive predictive value; NPV, negative predictive value; US, ultrasonography; MRI, magnetic resonance imaging; PAS, placenta accreta spectrum.
After categorizing patients into three groups according to combined radiological findings of US and MRI, the following observations were made: when US and MRI findings were negative (US = 0, MRI = 0), PAS was confirmed in only 3 out of 47 cases (6.4%); in cases in which either US or MRI was positive, but not both, 12 out of 63 cases (19.0%) were diagnosed with PAS; when US and MRI were positive (US = 1, MRI = 1), PAS was confirmed in 26 out of 40 cases (65.0%). A statistically significant difference was observed among the groups ( p < 0.001). In addition, a statistically significant linear trend was identified among these three groups and PAS diagnosis ( p < 0.001 by the analysis of linear-by-linear association) ( Fig 3 ). The predictive performance of US + MRI to detect PAS, when dichotomized using Youden’s index, is presented in Table 4 .
The final diagnosis was made with a combination of US and MRI. Patients were categorized into three groups based on prenatal imaging results: 1) both US and MRI findings were negative (US = 0, MRI = 0); 2) either US or MRI was positive, but not both (US = 0, MRI = 1 or US = 1, MRI = 0); and 3) both US and MRI were positive (US = 1, MRI = 1). A significant difference was observed between the group with US = 0 and MRI = 0 and the group with US = 1 and MRI = 1 ( p < 0.001), as well as between the single-positive group (US = 0 and MRI = 1 or US = 1 and MRI = 0) and the group with US = 1 and MRI = 1 ( p < 0.001). A significant linear trend was noted in PAS occurrence across the three diagnostic combinations ( p < 0.001), with the highest rate observed in cases positive on both US and MRI. PAS, placenta accreta spectrum; US, ultrasonography; MRI, magnetic resonance imaging.
A ROC curve analysis was subsequently performed to compare the diagnostic performance of US alone, MRI alone, and US + MRI for the detection of PAS. As illustrated in Fig 4 , the AUC was highest when US and MRI were used in combination, indicating superior overall diagnostic accuracy. DeLong’s tests for differences in AUC revealed statistically significant differences between MRI-only and US + MRI ( p = 0.002) and between US-only and US + MRI ( p = 0.001) cases. The combined US + MRI model outperformed both US and MRI alone, suggesting that integration of both modalities may enhance diagnostic performance in the detection of PAS.
Patients were diagnosed using US-only, MRI-only, and US + MRI models. The ROC curves demonstrate the diagnostic performance of US alone (red), MRI alone (blue), and a combination of US and MRI (green) in detecting PAS. The combined model showed the highest overall diagnostic accuracy, with a greater AUC than each modality alone. Pairwise comparisons demonstrated statistically significant differences between US-only and MRI-only ( p = 0.207), MRI-only and US + MRI ( p = 0.002), and US-only and US + MRI ( p = 0.001) cases. AUC, area under the curve; MRI, magnetic resonance imaging; PAS, placenta accreta spectrum; ROC, receiver operating characteristic; US, ultrasonography.
The predictive performance of the combined US and MRI findings for maternal and neonatal outcomes is presented in Table 5 . Maternal morbidity demonstrated a linear trend of increase across the four groups stratified by US and MRI findings, with the highest morbidity observed when both modalities indicated suspicion of PAS. EBL ( p = 0.006), incidence of transfusion requirement ( p = 0.001), and number of transfusion units administered ( p < 0.001), use of intrauterine ballon tamponade ( p = 0.020), uterine artery embolization ( p = 0.033), hysterectomy ( p < 0.001), and maternal ICU admission ( p = 0.004) showed a significant increasing trend across the three groups. Neonatal outcomes also deteriorated in association with combined US and MRI findings. Preterm birth before 37 weeks of gestation ( p < 0.001), NICU admission ( p = 0.032), neonatal ventilatory support ( p = 0.001), and 1-minute AS < 7 ( p < 0.001), and 5-minute AS < 7 ( p = 0.033) had significant linear increases towards the US = 1/MRI = 1 group.
Prediction of maternal and neonatal outcomes based on US and MRI combination.
Data are presented as mean ± standard deviation or number (percentage).
* Number of packed red blood cell units transfused.
† Jonckheere–Terpstra test (for continuous variables); ‡ Linear-by-linear association (for categorical variables).
Hb, hemoglobin; AS, Apgar score; GA, gestational age; EBL, estimated blood loss; SGA, small for gestational age; ICU, intensive care unit; NICU, neonatal intensive care unit; PAS, placenta accreta spectrum; SD, standard deviation.
To show the usefulness of US and MRI findings in prediction of perinatal outcomes, subgroup analysis was conducted among patients without diagnosed PAS and those with diagnosed. Among patients without diagnosed PAS, PAS-suspected on US group demonstrated significantly higher incidence of transfusion requirement (50.0% vs. 26.3%, p = 0.011), use of intrauterine balloon tamponade (75.0% vs. 38.6%, p < 0.001), and preterm birth before 37 weeks of gestation (42.3% vs. 14.0%, p < 0.001) than PAS-unsuspected on US group ( S1 Table ). EBL and incidence of transfusion requirement showed significantly higher in PAS-suspected on US group among patients with diagnosed PAS ( S2 Table ). Among women without diagnosed PAS, PAS-suspected on MRI group did not show statistically significant associations with most maternal outcomes. Although hysterectomy and ICU admission occurred only in PAS-suspected on MRI group, the differences were not statistically significant ( p = 0.080 for both) ( S3 Table ). Neonatal outcomes were likewise similar between the two groups, but NICU admission and ventilatory support tended to be more frequent in PAS-suspected on MRI group (33.3% vs. 18.3% and 22.2% vs. 8.5%, respectively), but these differences did not reach statistical significance ( S3 Table ).
Among patients with diagnosed PAS, PAS-suspected on MRI group was associated with more severe maternal morbidity. Although EBL was higher in PAS-suspected on MRI group (1736.7 ± 1046.4 mL vs. 1330.9 ± 631.0 mL), the difference did not reach statistical significance. However, the number of transfusion units administered and preterm birth before 37 weeks of gestation was significantly greater in PAS-suspected on MRI group (3.2 ± 3.8 vs. 0.6 ± 0.8, p = 0.002). Incidence of hysterectomy (40.0% vs. 9.1%) and maternal ICU admission (16.7% vs. 0%) were numerically higher among PAS-suspected on MRI group, although statistical significance was not achieved ( S4 Table ).
Materials|Methods
A retrospective cohort study was conducted on 150 patients referred to the Department of Obstetrics and Gynecology at our tertiary center for placenta previa, who underwent MRI and delivered at our hospital between December 2019 and December 2023. Data were gathered from electronic medical records, including prenatal US and MRI findings, clinical and pathological observations, maternal complications, and neonatal outcomes. This study was approved by the Institutional Review Board of Yonsei University Health System (approval No. 4-2024-1464, approved on 13 January 2025) and was performed in accordance with the principles of the Declaration of Helsinki. Data were accessed for research purposes between 14/01/2025 and 31/08/2025. The requirement for informed consent was waived by the Institutional Review Board due to the retrospective nature of the study. The authors did not have access to information that could identify individual participants during or after data collection, as all data were anonymized prior to analysis.
A definitive diagnosis of PAS was established either clinically or through subsequent histopathological analysis. According to the International Federation of Gynecology and Obstetrics guidelines, PAS was identified when attempts at manual placental separation provoked excessive hemorrhage from the implantation site that was refractory to medical management and required mechanical or surgical intervention [ 27 ]. Histopathological confirmation was based on examination of hysterectomy specimens revealing the absence of the decidua basalis and direct trophoblastic invasion into or through the myometrium [ 27 ]. All cases were classified according to the FIGO classification system [ 27 ].
All US placental examinations were performed by maternal–fetal medicine (MFM) specialists, MFM fellows, and expert sonographers with > 10 years of advanced scanning experience in prenatal diagnosis. US examinations were performed using a multiplanar approach with 2–7 MHz transabdominal probes, and transvaginal US was performed using a 5–10 MHz probe with two-dimensional greyscale and color Doppler imaging. Examinations were performed using the WS80A or HERA W10 (Samsung Medison, Seoul, Republic of Korea) and Voluson E10 (GE Healthcare, Milwaukee, WI, USA) US systems.
Placenta previa was classified into the following categories based on the position of the placenta in relation to the internal cervical os: (1) low-lying, (2) marginal, (3) partial, and (4) complete [ 28 ]. US indicators of suspected PAS were assessed based on the criteria established by Shainker et al. [ 29 ] and Collins et al. [ 30 ], including (1) lacunae, (2) loss of a clear zone, (3) uteroplacental hypervascularity, (4) myometrial thinning, and (5) uterovesicular hypervascularity. The presence of at least two US indicator (US ≥ 2) was considered suspicious for PAS. Three obstetricians with specialized training in placental US independently evaluated the presence of PAS without access to the clinical information or histopathological backgrounds.
We included 150 gravid patients who underwent 1.5 T unit MRI (Achieva dStream 1.5T, Philips Healthcare, Best, the Netherlands) examinations lasting less than 30 minutes without the use of intravenous contrast agents. The following MR sequences were acquired: a single-shot turbo-spin-echo T2-weighted sequence (field of view [FOV], 450 × 500 mm; matrix: 300 × 200; slice thickness, 3 mm; number of slices, 100; flip angle: 90°; gap, 0; repetition time/echo time [TR/TE] = 456/160 ms) in the sagittal plane, a T2-weighted sequence (FOV 400 × 320 mm; matrix: 300 × 240; slice thickness, 4 mm; number of slices, 110; flip angle: 90°; gap, 0; TR/TE = 499/160 ms) in the axial plane, and a T2-weighted sequence (FOV 500 × 500 mm; matrix: 320 × 200; slice thickness, 3 mm; number of slices, 70; flip angle: 90°; gap, 0; TR/TE = 509/160 ms) in the coronal plane. A spectral attenuated inversion recovery T1-weighted sequence was also performed as follows: FOV, 400 × 320 mm; matrix, 260 × 170; slice thickness, 6 mm; number of slices, 60; flip angle, 90°; gap, 0; TR/TE, 666/12 ms.
The acquired magnetic resonance (MR) images were interpreted by two experienced radiologists specializing in reviewing genitourinary MR images without knowledge of the clinical history, pathological diagnosis, and US findings. The MRI assessments were extracted from clinical radiology reports, and the reports were originally generated based on a consensus interpretation by two board-certified radiologists. Radiologists systematically documented factors suggestive of PAS, as described in previous reports [ 31 – 33 ], including the following: (1) dark intraplacental band, (2) lumpy placental borders, (3) intraplacental vascularity, (4) myometrial thinning, (5) extrauterine invasion, (6) placental heterogeneity, (7) uterine bulging, (8) hypervascularity of the uterine serosa and parametrium, (9) bladder tenting, and (10) myometrium disruption. MRI findings were comprehensively and qualitatively assessed in cases with one or more imaging features suggestive of PAS, based on an integrated evaluation rather than a simple count of individual MRI signs. In case of disagreement between the two radiologists regarding the presence of PAS, a final MRI diagnosis was established by consensus.
Continuous variables were summarized as means with standard deviation, and categorical variables were reported as numbers and percentages. Variable comparisons by PAS status and distributions of maternal or neonatal outcomes were conducted using the t -test or Wilcoxon rank-sum test for continuous variables and the chi-square test or Fisher’s exact test for categorical variables, as appropriate.
To assess PAS diagnostic performance, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and overall accuracy were calculated from 2-by-2 contingency tables for US and MRI. McNemar’s test of paired proportion differences was conducted because all patients underwent both US and MRI examinations. Two additional McNemar’s tests using the final PAS status confirmed after delivery (Yes/No) were conducted to assess the differences in sensitivity and specificity between US and MRI.
According to the relative sensitivity and specificity of US and MRI, a combined variable “US + MRI” was created as follows: 0 = both imaging techniques detect PAS negative; 1 = US detects positive, but MRI detects negative; 2 = MRI detects positive, but US detects negative; 3 = both techniques detect positive. Univariate logistic regression models, including US alone, MRI alone, or US + MRI, were employed to evaluate PAS detection. DeLong’s test was used to determine statistically significantly different areas under the receiver operating characteristic (ROC) curve (AUC) [ 34 ]. The three corresponding ROC curves were overlaid to visually compare the predictive performances of US alone, MRI alone, and US + MRI.
The trend in PAS prevalence was evaluated across a three-level ordinal risk scale: 0 (US = 0, MRI = 0), 1 (US = 1, MRI = 0 or US = 0, MRI = 1), and 2 (US = 1, MRI = 1). Discordant cases (risk identified on only one imaging modality) were consolidated into the intermediate category (risk scale 1, n = 63) to ensure adequate cell counts and preserve the asymptotic validity of the linear-by-linear association chi-square test. For continuous variables, trends across the same ordinal risk scale were assessed using the Jonckheere–Terpstra test, given the non-normal distribution of these variables.
All statistical tests were two-sided, with a p -value < 0.05 considered statistically significant. Analyses were conducted using R version 4.4.3 (R Foundation for Statistical Computing, Vienna, Austria).