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Degala SKB, Tewari RP, Kamra P, Kasiviswanathan U, Pandey R. Segmentation and Estimation of Fetal Biometric Parameters using an Attention Gate Double U-Net with Guided Decoder Architecture. Comput Biol Med 2024; 180:109000. [PMID: 39133952 DOI: 10.1016/j.compbiomed.2024.109000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Revised: 08/01/2024] [Accepted: 08/05/2024] [Indexed: 08/29/2024]
Abstract
The fetus's health is evaluated with the biometric parameters obtained from the low-resolution ultrasound images. The accuracy of biometric parameters in existing protocols typically depends on conventional image processing approaches and hence, is prone to error. This study introduces the Attention Gate Double U-Net with Guided Decoder (ADU-GD) model specifically crafted for fetal biometric parameter prediction. The attention network and guided decoder are specifically designed to dynamically merge local features with their global dependencies, enhancing the precision of parameter estimation. The ADU-GD displays superior performance with Mean Absolute Error of 0.99 mm and segmentation accuracy of 99.1 % when benchmarked against the well-established models. The proposed model consistently achieved a high Dice index score of about 99.1 ± 0.8, with a minimal Hausdorff distance of about 1.01 ± 1.07 and a low Average Symmetric Surface Distance of about 0.25 ± 0.21, demonstrating the model's excellence. In a comprehensive evaluation, ADU-GD emerged as a frontrunner, outperforming existing deep-learning models such as Double U-Net, DeepLabv3, FCN-32s, PSPNet, SegNet, Trans U-Net, Swin U-Net, Mask-R2CNN, and RDHCformer models in terms of Mean Absolute Error for crucial fetal dimensions, including Head Circumference, Abdomen Circumference, Femur Length, and BiParietal Diameter. It achieved superior accuracy with MAE values of 2.2 mm, 2.6 mm, 0.6 mm, and 1.2 mm, respectively.
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Affiliation(s)
- Sajal Kumar Babu Degala
- Department of Applied Mechanics, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India
| | - Ravi Prakash Tewari
- Department of Applied Mechanics, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India
| | - Pankaj Kamra
- Kamra Ultrasound Centre and United Diagnostics, Prayagraj, 211002, Uttar Pradesh, India
| | - Uvanesh Kasiviswanathan
- Department of Applied Mechanics, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India.
| | - Ramesh Pandey
- Department of Applied Mechanics, Motilal Nehru National Institute of Technology Allahabad, Prayagraj, 211004, Uttar Pradesh, India
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Ventura W, Prieto-Sánchez MT, Delgado JL, Pertegal M, López A, Checa R, De Paco Matallana C. Short Femur in the Second Trimester Scan Is Related to Maternal Preeclampsia and Small for Gestational Age Newborns. Fetal Diagn Ther 2020; 47:615-623. [PMID: 32069451 DOI: 10.1159/000505779] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2019] [Accepted: 01/07/2020] [Indexed: 11/19/2022]
Abstract
OBJECTIVE To determine the contribution of short femur diaphysis length (FDL) at 19-22 weeks of gestation in the prediction of adverse pregnancy outcomes. METHODS The study included singleton pregnant women who underwent a routine anomaly scan at 19-22 weeks of gestation at the Virgen de la Arrixaca University Clinical Hospital (Murcia, Spain) between August 2011 and August 2012. Fetal biometry and Doppler ultrasound of uterine arteries were assessed as part of the anomaly scan, and the mean pulsatility index of both uterine arteries was recorded. Maternal obstetric characteristics, such as ethnicity, age, weight, parity, cigarette smoking, and medical history including hypertension and diabetes mellitus were collected from our database system. RESULTS A total of 6,366 women were included in the study after excluding cases with abnormal karyotype, major fetal abnormalities, or termination of pregnancy. There were 88 cases of preeclampsia (PE) (1.4%). Logistic regression was performed including maternal and fetal characteristics. Short FDL at 19-22 weeks was significantly associated with subsequent development of PE (OR = 0.89, 95% CI: 0.80-0.99, p = 0.025). The best model to predict PE from our sample included gestational age at scan, parity, maternal weight, chronic hypertension, mean pulsatility index in the uterine arteries, and FDL (AUC = 0.78, 95% CI: 0.71-0.84). Regarding small for gestational age (SGA) neonates, there were also significant differences in FDL and FDL <5th centile between the control group and SGA newborns below the 3rd, 5th, and 10th centile. In the groups of preterm births (delivery before 32, 34, and 37 weeks), there were no differences in FDL compared with the control group (term births). DISCUSSION Our results suggest that FDL at 19-22 weeks of gestation is an independent predictor of PE and SGA newborns.
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Affiliation(s)
- Walter Ventura
- Fetal Medicine Unit,Instituto Nacional Materno Perinatal, Lima, Peru
| | - Maria Teresa Prieto-Sánchez
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain, .,Institute for Biomedical Research of Murcia, IMIB-Arrixaca, Murcia, Spain,
| | - Juan L Delgado
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain.,Institute for Biomedical Research of Murcia, IMIB-Arrixaca, Murcia, Spain
| | - Miriam Pertegal
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain
| | - Antonia López
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain
| | - Rosario Checa
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain
| | - Catalina De Paco Matallana
- Department of Obstetrics and Gynecology, Virgen de la Arrixaca University Clinical Hospital, Murcia, Spain.,Institute for Biomedical Research of Murcia, IMIB-Arrixaca, Murcia, Spain
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Kaijomaa M, Ulander VM, Ryynanen M, Stefanovic V. Risk of Adverse Outcomes in Euploid Pregnancies With Isolated Short Fetal Femur and Humerus on Second-Trimester Sonography. JOURNAL OF ULTRASOUND IN MEDICINE : OFFICIAL JOURNAL OF THE AMERICAN INSTITUTE OF ULTRASOUND IN MEDICINE 2016; 35:2675-2680. [PMID: 27872421 DOI: 10.7863/ultra.16.01086] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2016] [Revised: 02/26/2016] [Accepted: 03/26/2016] [Indexed: 06/06/2023]
Abstract
OBJECTIVES The purpose of this study was to evaluate pregnancies with isolated short fetal femur and humerus on second-trimester sonography. Short fetal long bones are known to be associated with aneuploidy and structural anomalies. In this study, we wanted to show the risk of adverse pregnancy outcomes in euploid and nonanomalous pregnancies. METHODS Singleton pregnancies with short femur and humerus were included. Pregnancies with normal fetal bone lengths and age-matched mothers were selected as controls. RESULTS The study group included 30 pregnancies with short fetal femur and humerus, and the control group included 60 normal pregnancies. The overall odds ratio for an adverse pregnancy outcome in the study group was 24.9. Preterm delivery occurred significantly more frequently (odds ratio, 20.8; P < .001), and one-third of pregnancies were complicated by preeclampsia. In the group with short long bones, the odds ratio for a pathologic umbilical Doppler flow pattern was 45.2 (P < .001), and birth weight was significantly lower (P < .001). Also, 3 (10.3%) stillbirths and 4 (13.3%) cases of early neonatal death were recorded in this group. These complications were not recorded in the control group. The risk of emergency cesarean delivery was significantly higher in the group with short long bones (odds ratio, 11.8; P < .001). CONCLUSIONS The risk of adverse pregnancy outcomes is significant in euploid and nonanomalous pregnancies with isolated short long bones. Close follow-up is needed during pregnancy.
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Affiliation(s)
- Marja Kaijomaa
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Veli-Matti Ulander
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Markku Ryynanen
- Department of Obstetrics and Gynecology, Oulu University Hospital, University of Oulu, Oulu, Finland
| | - Vedran Stefanovic
- Department of Obstetrics and Gynecology, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
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Mailath-Pokorny M, Polterauer S, Worda K, Springer S, Bettelheim D. Isolated Short Fetal Femur Length in the Second Trimester and the Association with Adverse Perinatal Outcome: Experiences from a Tertiary Referral Center. PLoS One 2015; 10:e0128820. [PMID: 26046665 PMCID: PMC4457828 DOI: 10.1371/journal.pone.0128820] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2015] [Accepted: 04/30/2015] [Indexed: 11/18/2022] Open
Abstract
Objective To determine the association between isolated mid-trimester short fetal femur length and adverse perinatal outcome. Methods This is a retrospective cohort study of patients with singleton gestations routinely assessed by second trimester ultrasound examination during 2006-2013. A fetal isolated short femur was defined as a femur length (FL) below the 5th percentile in a fetus with an abdominal circumference greater than the 10th percentile. Cases of aneuploidy, skeletal dysplasia and major anomalies were excluded. Primary outcomes of interest included the risk of small for gestational age neonates, low birth weight and preterm birth (PTB). Secondary outcome parameters were a 5-min Apgar score less than 7 and a neonatal intensive care unit admission. A control group of 200 fetuses with FL ≥ 5th percentile was used to compare primary and secondary outcome parameters within both groups. Chi-square and Student’s t-tests were used where appropriate. Results Out of 608 eligible patients with a short FL, 117 met the inclusion criteria. Isolated short FL was associated with an increased risk for small for gestational age (19.7% versus 8.0%, p = 0.002) neonates, low birth weight (23.9% versus 8.5%, p<0.001), PTB (19.7% versus 6.0%, p<0.001) and neonatal intensive care unit admissions (13.7% versus 3.5%, p = 0.001). The incidence of a 5-min Apgar score less than 7 was similar in both groups. Conclusion Isolated short FL is associated with a subsequent delivery of small for gestational age and Low birth weight neonates as well as an increased risk for PTB. This information should be considered when counseling patients after mid-trimester isolated short FL is diagnosed.
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Affiliation(s)
- Mariella Mailath-Pokorny
- Department of Obstetrics and Gynecology, Division of Obstetrics and fetomaternal Medicine, Medical University of Vienna, Vienna, Austria
- * E-mail:
| | - Stephan Polterauer
- Department of Obstetrics and Gynecology, Division of General Gynecology and Gynecologic Oncology, Comprehensive Cancer Center, Gynecologic Cancer Unit, Medical University of Vienna, Vienna, Austria
- Karl Landsteiner Institute for General Gynecology and Experimental Gynecologic Oncology, Vienna, Austria
| | - Katharina Worda
- Department of Obstetrics and Gynecology, Division of Obstetrics and fetomaternal Medicine, Medical University of Vienna, Vienna, Austria
| | - Stephanie Springer
- Department of Obstetrics and Gynecology, Division of Obstetrics and fetomaternal Medicine, Medical University of Vienna, Vienna, Austria
| | - Dieter Bettelheim
- Department of Obstetrics and Gynecology, Division of Obstetrics and fetomaternal Medicine, Medical University of Vienna, Vienna, Austria
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Aviram A, Bardin R, Wiznitzer A, Yogev Y, Hadar E. Midtrimester Isolated Short Femur Length as a Predictor of Adverse Pregnancy Outcome. Fetal Diagn Ther 2015; 38:205-11. [DOI: 10.1159/000375446] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2014] [Accepted: 01/21/2015] [Indexed: 11/19/2022]
Abstract
Objective: The aim of this study was to investigate whether midtrimester isolated short femur length is associated with pregnancy complications. Study Design: Retrospective analysis of pregnancies with a midtrimester femur length <5th percentile for gestational age compared to controls with a femur length ≥5th percentile. Outcome measures included hypertensive disorders, being small for gestational age, oligohydramnios and preterm delivery. Results: 2,105 women were eligible for this study, 85 (3.45%) of whom were in the study group and 2,020 were controls. Birth weight <10th percentile for gestational age (OR 4.4, 95% CI 2.5-7.8), birth weight <3rd percentile for gestational age (OR 31.0, 95% CI 13.3-72.3) and severe preeclampsia (OR 6.3, 95% CI 1.4-28.6) were significantly associated with midtrimester isolated short femur length. Conclusions: Midtrimester isolated short femur length is associated with higher rates of being small for gestational age and preeclampsia.
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Radler C, Myers AK, Hunter RJ, Arrabal PP, Herzenberg JE. Prenatal diagnosis of congenital femoral deficiency and fibular hemimelia. Prenat Diagn 2014; 34:940-5. [PMID: 24764248 DOI: 10.1002/pd.4396] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2014] [Revised: 04/09/2014] [Accepted: 04/21/2014] [Indexed: 11/06/2022]
Abstract
OBJECTIVES Routine ultrasonography can detect congenital femoral deficiency (CFD) and fibular hemimelia (FH), but prenatal detection rate and its relation to deformity severity have never been reported. Whether mothers prefer prenatal diagnosis is also unknown. We aimed to determine whether mothers prefer prenatal diagnosis, to report detection rates for CFD and/or FH, and to correlate detection rates to severity of limb shortening. METHODS Surveys were mailed to 171 mothers who gave birth to children with CFD/FH between 2000 and 2008. Bilateral femoral and tibial lengths were measured on postnatal radiographs. We calculated corresponding femoral/tibial lengths at gestational weeks 20 and 30. RESULTS Sixty-five surveys were returned, and 56 radiographs were reviewed. Most mothers (63%) preferred prenatal diagnosis as it enables prenatal counseling. Congenital limb shortening was detected in 24 cases (37%) and was not detected in 41 cases (63%). Detection rate was 52% (12 of 23) in CFD cases, 23% (three of 13) in FH cases, and 30% (six of 20) in combined cases. CFD cases with severe shortening had a higher detection rate. CONCLUSIONS Ultrasonographers should measure both femoral and tibial lengths. Unilateral shortening should result in pediatric orthopedic consultation to estimate limb-length discrepancy at maturity and discuss treatment.
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Affiliation(s)
- Christof Radler
- Department of Pediatric Orthopaedics, Orthopaedic Hospital Speising-Vienna, Vienna, Austria
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de Carvalho AAV, Carvalho JA, Figueiredo I, Velarde LGC, Marchiori E. Association of midtrimester short femur and short humerus with fetal growth restriction. Prenat Diagn 2012. [DOI: 10.1002/pd.4020] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
| | - José Antônio Carvalho
- Mother and Child Department; Fluminense Federal University; Niterói; Rio de Janeiro; Brazil
| | - Israel Figueiredo
- Mother and Child Department; Fluminense Federal University; Niterói; Rio de Janeiro; Brazil
| | | | - Edson Marchiori
- Department of Radiology; Fluminense Federal University; Niterói; Rio de Janeiro; Brazil
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Ventura W, Huaman J, Nazario CE, Ingar J, Huertas E, Antonio Limay O. Perinatal outcomes after sonographic detection of isolated short femur in the second trimester. JOURNAL OF CLINICAL ULTRASOUND : JCU 2012; 40:63-67. [PMID: 22031099 DOI: 10.1002/jcu.20889] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/07/2010] [Accepted: 09/08/2011] [Indexed: 05/31/2023]
Abstract
PURPOSE To determine the association of fetal isolated short femur in the second-trimester ultrasound (US) examination with perinatal outcomes such as small-for-gestational age (SGA) and low-birth weight (LBW) neonates. METHODS This is a retrospective cohort study in fetuses routinely assessed by US examination at 18 to 24 weeks during 2006-2009. A fetal isolated short femur was defined as femur length below the 5th percentile and with no chromosomal or structural abnormalities. Fetuses with abdominal circumference below the 5th percentile at the time of US examination were excluded. Each case of short femur was matched with three controls according to gestational age at the time of the US examination. RESULTS Sixty-one fetuses met the inclusion criteria. Both the group of women carrying a fetus with isolated short femur and that of women carrying a fetus with normal femur length had similar general and obstetric characteristics. Women carrying a fetus with isolated short femur were significantly more likely to deliver a SGA neonate (19.7% versus 8.7%, p < 0.05) and a LBW neonate (19.7% versus 7.1%, p < 0.05) than women carrying a fetus with normal femur length. Logistic regression analysis found odds ratios for SGA and LBW of 2.6 (95% confidence interval, 1.1-5.9) and 2.9 (95% confidence interval, 1.2-7.1), respectively. CONCLUSIONS Isolated short femur in the second-trimester US examination is associated with a subsequent delivery of SGA and LBW neonates.
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Affiliation(s)
- Walter Ventura
- Fetal Medicine Unit, Instituto Nacional Materno Perinatal, Lima, Peru
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Figueroa C, Plasencia W, Eguiluz I, De Luis M, Barber MA, Valle L, García-Hernández JA. Prenatal diagnosis and tridimensional ultrasound features of bilateral femoral hypoplasia – Unusual facies syndrome. J Matern Fetal Neonatal Med 2009; 22:936-9. [DOI: 10.1080/14767050902994606] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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Ogasawara KK. Variation in fetal ultrasound biometry based on differences in fetal ethnicity. Am J Obstet Gynecol 2009; 200:676.e1-4. [PMID: 19393985 DOI: 10.1016/j.ajog.2009.02.031] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2008] [Revised: 12/29/2008] [Accepted: 02/26/2009] [Indexed: 10/20/2022]
Abstract
OBJECTIVE The objective of the study was to evaluate whether fetal ultrasound biometry is affected by variation in fetal ethnicity compared with white controls. STUDY DESIGN This was a retrospective observational study of ultrasound biometry in pregnant women with accurate gestational age. RESULTS Three hundred five white, 370 Asian, 895 part Hawaiian, 76 Pacific Islander, and 311 white Asian fetuses were analyzed. At 18 weeks gestation femur length was significantly shorter in Asian and white Asian. Humerus length was significantly shorter in Asian, part Hawaiian, and white Asian. White genetic sonogram was positive 14% for femur and 15% for humerus. The following was found: Asian 29% femur (odds ratio [OR], 2.58; 95% confidence interval [CI], 1.70-3.92), 25% humerus (OR, 1.86; 95% CI, 1.23-2.82); part Hawaiian 21% femur (OR, 1.67; 95% CI, 1.14-2.45), 23% humerus (OR, 1.64; 95% CI, 1.13-2.38); Pacific Islander 27% femur (OR, 2.37; 95% CI, 1.23-4.54), 33% humerus (OR, 2.76; 95% CI, 1.47-5.14); and white Asian 20% femur (OR, 1.56; 95% CI, 1.01-2.46), 22% humerus (OR, 1.56; 95% CI, 1.01-2.42). CONCLUSION Genetic sonogram was screen positive more frequently because of shorter long bone measurements in all nonwhite ethnicities.
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