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Chen X, Xu D, Gu X, Li Z, Zhang Y, Wu P, Huang Z, Zhang J, Li Y. Machine learning in prenatal MRI predicts postnatal ventricular abnormalities in fetuses with isolated ventriculomegaly. Eur Radiol 2024:10.1007/s00330-024-10785-6. [PMID: 38730032 DOI: 10.1007/s00330-024-10785-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 03/15/2024] [Accepted: 03/21/2024] [Indexed: 05/12/2024]
Abstract
OBJECTIVES To evaluate the intracranial structures and brain parenchyma radiomics surrounding the occipital horn of the lateral ventricle in normal fetuses (NFs) and fetuses with ventriculomegaly (FVs), as well as to predict postnatally enlarged lateral ventricle alterations in FVs. METHODS Between January 2014 and August 2023, 141 NFs and 101 FVs underwent 1.5 T balanced steady-state free precession (BSSFP), including 68 FVs with resolved lateral ventricles (FVM-resolved) and 33 FVs with stable lateral ventricles (FVM-stable). Demographic data and intracranial structures were analyzed. To predict the enlarged ventricle alterations of FVs postnatally, logistic regression models with 5-fold cross-validation were developed based on lateral ventricle morphology, blended-cortical or/and subcortical radiomics characteristics. Validation of the models' performance was conducted using the receiver operating characteristic curve (ROC), calibration curve, and decision curve analysis (DCA). RESULTS Significant alterations in cerebral structures were observed between NFs and FVs (p < 0.05), excluding the maximum frontal horn diameter (FD). However, there was no notable distinction between the FVM-resolved and FVM-stable groups (all p > 0.05). Based on subcortical-radiomics on the aberrant sides of FVs, this approach exhibited high efficacy in distinguishing NFs from FVs in the training/validation set, yielding an impressive AUC of 1/0.992. With an AUC value of 0.822/0.743 in the training/validation set, the Subcortical-radiomics model demonstrated its ability to predict lateral ventricle alterations in FVs, which had the greatest predictive advantages indicated by DCA. CONCLUSIONS Microstructural alterations in subcortical parenchyma associated with ventriculomegaly can serve as predictive indicators for postnatal lateral ventricle variations in FVs. CLINICAL RELEVANCE STATEMENT It is critical to gain pertinent information from a solitary fetal MRI to anticipate postnatal lateral ventricle alterations in fetuses with ventriculomegaly. This approach holds the potential to diminish the necessity for recurrent prenatal ultrasound or MRI examinations. KEY POINTS Fetal ventriculomegaly is a dynamic condition that affects postnatal neurodevelopment. Machine learning and subcortical-radiomics can predict postnatal alterations in the lateral ventricle. Machine learning, applied to single-fetal MRI, might reduce required antenatal testing.
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Affiliation(s)
- Xue Chen
- Department of Radiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China
| | - Daqiang Xu
- Department of Radiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China
| | - Xiaowen Gu
- Department of Radiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China
| | - Zhisen Li
- Department of Radiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China
| | - Yisha Zhang
- Center for Medical Ultrasound, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China
| | - Peng Wu
- Philips Healthcare, Shanghai, 200072, China
| | - Zhou Huang
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province, 215006, China.
| | - Jibin Zhang
- Department of Radiology, The Affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital, Suzhou City, Jiangsu Province, 215002, China.
| | - Yonggang Li
- Department of Radiology, The First Affiliated Hospital of Soochow University, Suzhou City, Jiangsu Province, 215006, China.
- Institute of Medical Imaging, Soochow University, Suzhou City, Jiangsu Province, 215000, China.
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Sohret NC, Tekin AN, Surmeli Onay O, Suman K, Aydemir O, Velipasaoglu M. Assessment of foetal ventriculomegaly from prenatal to early postnatal period: a single-centre retrospective cohort study. J OBSTET GYNAECOL 2022; 42:2999-3006. [PMID: 36149296 DOI: 10.1080/01443615.2022.2125295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
The aim of this study was to evaluate the early neonatal outcomes of cases with foetal ventriculomegaly (VM) and to investigate the aetiological and prognostic factors according to the degree of VM in a single tertiary referring centre. The medical records of 87 foetuses diagnosed with VM (≥10 mm) within 6 years were evaluated. Postnatal evaluation and early neonatal prognosis were determined in 39 cases divided into two groups as mild (10-15 mm, 30 cases) and severe (>15 mm, 9 cases) according to the ventricular size. The mean gestational age at which foetal VM was detected was 22 + 3 weeks. In terms of severity, severe cases of VM were more frequent in terminated pregnancies. There was no difference in gestational age, birth weight, fifth minute Apgar scores, or cord blood gases between mild and severe cases at delivery. Isolated VM was detected in 63% of mild and 22% of severe cases. In severe cases, the need for intensive care and surgery was higher than in mild cases. Antenatal VM regressed in 50% of mild cases and 22% of severe cases. Increasing knowledge about neonatal prognosis, the factors involved in aetiology, and the degree of VM will guide the management of foetal VM.IMPACT STATEMENTWhat is already known in this subject? Some cases of foetal VM resolve spontaneously, and postnatal ultrasonography can detect normal ventricle sizes. While 74.6% of isolated VM cases show spontaneous regression, this rate is 52.1% in nonisolated cases. The gestational week at the time of diagnosis, the degree and cause of VM, intrauterine progression and the presence of any genetic, infectious, cerebral, or extracerebral disorders all influence the prognosis.What do the results of this study add? Antenatal VM regressed in 50% of mild cases and 22% of severe cases. In severe cases, the need for intensive care and surgery was higher than in mild cases. The higher frequency of accompanying cerebral findings in severe cases was striking.What are the implications of these findings for clinical practice and/or further research? The current study revealed that isolated VM with ventricular diameter less than 15 mm, after excluding out chromosomal abnormalities and prenatal infections, and no prior history of VM, has a favourable neonatal prognosis in terms of mortality and morbidity. In cases of foetal VM, increased knowledge of neonatal prognosis will guide pregnancy care and postnatal follow-up planning. Prospective multicentre studies on the neonatal period are required to bridge the gap between foetal VM and long-term consequences.
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Affiliation(s)
- Nurullah Cihan Sohret
- Department of Pediatrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Neonatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
| | - Ayse Neslihan Tekin
- Department of Pediatrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Neonatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
| | - Ozge Surmeli Onay
- Department of Pediatrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Neonatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
| | - Kamuran Suman
- Department of Gynecology and Obstetrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Perinatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
| | - Ozge Aydemir
- Department of Pediatrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Neonatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
| | - Melih Velipasaoglu
- Department of Gynecology and Obstetrics, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey.,Division of Perinatology, Eskisehir Osmangazi University, Faculty of Medicine, Eskisehir, Turkey
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Adiyaman D, Öztekin Ö, Kuyucu M, Atakul BK, Toklu G, Aykut İ, Yıldırım AGŞ, Özeren M, Öztekin D. Contribution of fetal magnetic resonance imaging in the evaluation of neurosonographically detected cases of isolated mild and moderate cerebral ventriculomegaly. J Obstet Gynaecol Res 2022; 48:2314-2324. [PMID: 35778980 DOI: 10.1111/jog.15344] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 06/11/2022] [Accepted: 06/15/2022] [Indexed: 12/01/2022]
Abstract
AIM This study aimed to present the contribution of prenatal magnetic resonance imaging (MRI) in the diagnosis of fetuses that were previously identified as isolated mild and moderate cerebral ventriculomegaly (VM) by ultrasound (US). METHODS The data between February 2013 and August 2020 were collected for women who were diagnosed with isolated mild or moderate fetal VM by US and subsequently underwent a fetal MRI. RESULTS Among 321 women, 21 (6.5%) had a clinically important additional finding after MRI. Twelve of 276 (4.3%) fetuses with mild VM and 9 of 45 (20%) with moderate VM had turned out to have additional central nervous system abnormalities. Additional findings were detected more in fetuses with moderate VM, mothers with an anterior-located placenta, and mothers with higher body mass indexes (BMIs) with statistical significance (p = 0.001, p = 0.013, p = 0.036, respectively). The most common additional MRI finding was grade 3 or 4 germinal matrix hemorrhage, which was detected in 11 of 21 fetuses (52.3%). CONCLUSIONS Considering the countries' health policies, prenatal MRI would contribute mostly to the diagnosis of fetuses with moderate VM, pregnancies with anterior-located placenta, and mothers with high BMIs. According to our data, we believe that MRI will be valuable, especially in the diagnosis of grade 3 and 4 intracranial hemorrhage group.
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Affiliation(s)
- Duygu Adiyaman
- Department of Obstetrics and Gynecology, Division of Perinatology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Özgür Öztekin
- Faculty of Medicine, Department of Radiology, Bakırcay University, Izmir, Turkey
| | - Melda Kuyucu
- Department of Obstetrics and Gynecology, Division of Perinatology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Bahar K Atakul
- Izmir University of Economics, Faculty of Medicine, Department of Obstetrics and Gynecology, Maternal-Fetal Medicine Unit, Izmir, Turkey
| | - Gizem Toklu
- Department of Obstetrics and Gynecology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - İsmail Aykut
- Department of Obstetrics and Gynecology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Alkım G Ş Yıldırım
- Department of Obstetrics and Gynecology, Division of Perinatology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Mehmet Özeren
- Department of Obstetrics and Gynecology, Division of Perinatology, Tepecik Training and Research Hospital, Izmir, Turkey
| | - Deniz Öztekin
- Faculty of Medicine, Department of Obstetrics and Gynecology, Division of Perinatology, Bakırcay University, Izmir, Turkey
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Diagnostic Value and Application of Prenatal MRI and Ultrasound in Fetal Cleft Lip and Palate. CONTRAST MEDIA & MOLECULAR IMAGING 2022; 2022:9410161. [PMID: 35655725 PMCID: PMC9132648 DOI: 10.1155/2022/9410161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/25/2022] [Accepted: 04/23/2022] [Indexed: 11/30/2022]
Abstract
Objective The purpose was to explore the diagnostic value and application of prenatal magnetic resonance imaging (MRI) and ultrasound (US) in fetal cleft lip and palate. Methods From January 2018 to December 2019, 39 pregnant women without normal fetal maxillofacial structure or with fetal maxillofacial deformity under US examination in our hospital were selected as the study subjects. Not knowing the clinical data of the pregnant women, MRI and US physicians performed diagnostic analysis on the MRI or US images of all the study subjects and analyzed the results of prenatal MRI and US diagnosis and postpartum follow-up to compare the diagnostic efficacy and confidence of MRI and US. Results The follow-up found that there were 20 cases of cleft lip, 15 cases of cheilopalatognathus, 3 cases of cleft palate, and 1 case of unilateral cleft lip with alveolar cleft, with a total of 39 cases having cleft lip and palate deformity. MRI and US had the same efficacy in the diagnosis of cleft lip. As for cleft palates, the diagnostic accuracy of MRI (94.87%) was significantly better than that of US (48.72%, P < 0.001). The diagnostic confidence of fetal cleft lip and palate by MRI (89.73%) was significantly better than that of US (43.59%, P < 0.001). The AUC of US (0.597) was significantly less than that of MRI (0.940), indicating that the diagnostic accuracy of US was not as good as that of MRI (P < 0.05). The sensitivity and 1 − specificity of MRI were significantly higher than those of US. Conclusion MRI is more accurate than US in the diagnosis of fetal cleft lip and palate, and MRI can be the preferred method for prenatal detection of cleft lip and palate, thus providing more accurate opinions and information for perinatal pregnant women.
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Zhu R, Chen JY, Hou XL, Liu LL, Sun GY. Asymmetric cortical development and prognosis in fetuses with isolated mild fetal ventriculomegaly: an observational prospective study. BMC Pregnancy Childbirth 2021; 21:199. [PMID: 33691645 PMCID: PMC7945606 DOI: 10.1186/s12884-021-03692-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2020] [Accepted: 03/01/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Assessments of cortical development and identifying factors that may result in a poor prognosis for fetuses with isolated mild ventriculomegaly (IMVM) is a hot research topic. We aimed to perform a constant, detailed assessment of cortical development in IMVM fetuses using ultrasound and determine whether asymmetric cortical development occurred. Moreover, we aimed to estimate the prognosis of IMVM fetuses and compare the difference in the prognosis of IMVM fetuses presenting symmetric and asymmetric cortical maturation. METHODS IMVM was diagnosed by regular ultrasound, neurosonography and fetal MRI. Genetic and TORCH examinations were conducted to exclude common genetic abnormalities and TORCH infection of fetuses. Ultrasound examinations were conducted at an interval of 2-3 weeks to record sulcus development in IMVM fetuses using a scoring system. The neonatal behavioral neurological assessment (NBNA), the Ages and Stages Questionnaire, Third Edition (ASQ-3) and the Bayley Scales of Infant Development, First Edition (BSID-I) were performed after birth. RESULTS Forty fetuses with IMVM were included: twenty showed asymmetric cortical maturation and twenty showed symmetric cortical maturation. For IMVM fetuses presenting asymmetric cortical maturation, the mean gestational age (GA) at the first diagnosis of relatively delayed development was 24.23 weeks for the parieto-occipital sulcus, 24.71 weeks for the calcarine sulcus, and 26.43 weeks for the cingulate sulcus. All the sulci with delayed development underwent 'catch-up growth' and developed to the same grade as the sulci of the other hemisphere. The mean GA at which the two sides developed to the same grade was 29.40 weeks for the parieto-occipital sulcus, 29.30 weeks for the calcarine sulcus and 31.27 weeks for the cingulate sulcus. The NBNA, ASQ-3 and BSID-I scores of all patients were in the normal range. CONCLUSIONS IMVM fetuses may show mild asymmetric cortical maturation in the second trimester, but the relatively delayed sulci undergo 'catch-up growth'. The neurodevelopment of IMVM fetuses presenting asymmetric cortical maturation and 'catch-up growth' is not statistically significantly different from IMVM fetuses presenting symmetric cortical maturation.
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Affiliation(s)
- Rong Zhu
- Department of Obstetrics & Gynecology, Peking University First Hospital, No. 1 Xi-An-Men Street, Xi-Cheng District, Beijing, 100034, China
| | - Jun Ya Chen
- Department of Obstetrics & Gynecology, Peking University First Hospital, No. 1 Xi-An-Men Street, Xi-Cheng District, Beijing, 100034, China.
| | - Xin Lin Hou
- Department of Pediatrics, Peking University First Hospital, No. 1 Xi-An-Men Street, Xi-Cheng District, Beijing, 100034, China.
| | - Li Li Liu
- Department of Pediatrics, Peking University First Hospital, No. 1 Xi-An-Men Street, Xi-Cheng District, Beijing, 100034, China
| | - Guo Yu Sun
- Department of Pediatrics, Peking University First Hospital, No. 1 Xi-An-Men Street, Xi-Cheng District, Beijing, 100034, China
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Kheiri G, Naderian N, Karami S, Habibi Z, Nejat F. Prenatal ventriculomegaly: natural course, survival, and neurodevelopmental status. J Neurosurg Pediatr 2021; 27:497-502. [PMID: 33668033 DOI: 10.3171/2020.9.peds20612] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 09/04/2020] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Prenatal ventriculomegaly is classified as mild, moderate, or severe based on the atrium diameter. The natural course and intrauterine progression of mild and moderate ventriculomegaly associated with the neurodevelopmental status of these children has been widely reported. METHODS One hundred twenty-two pregnancies with mild and moderate ventriculomegaly referred to the pediatric neurosurgery clinic of Children's Medical Center between 2010 and 2018 were retrospectively studied. The authors collected demographic and first and sequential ultrasonographic information, associated abnormalities, information about pregnancy outcomes, and the latest developmental status of these children according to Centers for Disease Control and Prevention criteria by calling parents at least 1 year after birth. RESULTS The mean gestational age at the time of diagnosis was 29.1 weeks, and 53% of fetuses were female. The width of the atrium was registered precisely in 106 cases, in which 61% had mild and 39% had moderate ventriculomegaly. Information on serial ultrasound scans was collected in 84 cases in which ventriculomegaly regressed in 5, remained stable in 67, and progressed in 12 patients. Fourteen cases (29.7%) in the mild ventriculomegaly group and 6 cases (16.2%) in the moderate group had associated abnormalities, with corpus callosum agenesis as the most frequent abnormality. The survival rate was 80% in mild and 89.4% in moderate ventriculomegaly. Considering survival to live birth and progression of the ventriculomegaly, the survival rate was 100% in regressed, 97% in stable, and 41.6% in progressed ventricular width groups (p < 0.001). Neurodevelopmental status was evaluated in 73 cases and found to be normal in 69.8% of the cases; 16.4% of children had mild delay, and 5.4% and 8.2% of cases were diagnosed with moderate and severe delays, respectively. CONCLUSIONS In spite of a high rate of missed data in our retrospective study, most patients with mild or moderate ventriculomegaly had a stable or regressed course. Most cases had near-normal developmental status. Prospective studies with a larger sample size and detailed developmental evaluation tests are needed to answer the questions related to the natural course, survival, and prognosis of prenatal ventriculomegaly.
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Affiliation(s)
- Ghazaleh Kheiri
- Department of Neurosurgery, Children’s Medical Center, Tehran University of Medical Science, Tehran, Iran
| | - Negin Naderian
- Department of Neurosurgery, Children’s Medical Center, Tehran University of Medical Science, Tehran, Iran
| | - Sajedeh Karami
- Department of Neurosurgery, Children’s Medical Center, Tehran University of Medical Science, Tehran, Iran
| | - Zohreh Habibi
- Department of Neurosurgery, Children’s Medical Center, Tehran University of Medical Science, Tehran, Iran
| | - Farideh Nejat
- Department of Neurosurgery, Children’s Medical Center, Tehran University of Medical Science, Tehran, Iran
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