Preliminary study on thyroid ultrasound image restoration algorithm based on deep learning / 中华超声影像学杂志

Objective:To explore the feasibility of deep learning-based restoration of obscured thyroid ultrasound images.Methods:A total of 358 images of thyroid nodules were retropectively collected from January 2020 to October 2021 at Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, and the images were randomly masked and restored using DeepFillv2. The difference in grey values between the images before and after restoration was compared, and 6 sonographers (2 chief physicians, 2 attending physicians, 2 residents) were invited to compare the rate of correctness of judgement and detection of image discrepancies. The ultrasound features of thyroid nodules (solid composition, microcalcifications, markedly hypoechoic, ill-defined or irregular margins, or extrathyroidal extensions, vertical orientation and comet-tail artifact) were extracted according to the Chinese Thyroid Imaging Reporting and Data System (C-TIRADS). The consistency of ultrasound features of thyroid nodules before and after restoration were compared.Results:The mean squared error of the images before and after restoration ranged from 0.274 to 0.522, and there were significant differences in the rate of correctness of judgement and detection of image discrepancies between physicians of different groups(all P<0.001). The overall accuracy rate was 51.95%, the overall detection rate was 1.79%, there were significant differences also within the chief physicians and resident groups (all P<0.001). The agreement rate of all ultrasound features of the nodules before and after image restoration was higher than 70%, over 90% agreement rate for features such as solid composition and comet-tail artifact. Conclusions:The algorithm can effectively repair obscured thyroid ultrasound images while preserving image features, which is expected to expand the deep learning image database, and promote the development of deep learning in the field of ultrasound images.

Study on establishing the reference range of atrial septal excursion index and foramen ovale membrane angle in normal fetuses aged 16-40 weeks / 中华超声影像学杂志

Objective:To establish the normal reference range of atrial septal excursion index (ASEI) and foramen ovale membrane angle in normal fetuses aged 16-40 weeks, and to analyze the correlation between ASEI and foramen ovale membrane angle in normal fetuses.Methods:A total of 378 normal singletons with gestational ages of 16-40 weeks undergoing by fetal echocardiography were selected in the Department of Diagnostic Ultrasound & Echocardiography, Sir Run Run Shaw Hospital, Zhejiang University College of Medicine, from January to June 2021, and 349 fetuses successfully finished all measurements. After all fetuses completed the systematic fetal echocardiography, fetal foramen ovale diameter and foramen ovale membrane angle were measured on the four chamber view. The maximum distance of foramen ovale valve from the base of atrial septum to the free wall of left atrium and the transverse diameter of left atrium were measured, and ASEI was calculated. The differences of ASEI, foramen ovale membrane angle and foramen ovale diameter of the groups with different gestational weeks were compared. The correlations among ASEI, foramen ovale membrane angle and foramen ovale diameter were analyzed by Pearson correlation analysis.Results:All 349 fetuses were divided into 6 groups according to their gestational weeks, including 17 cases at 16-20 weeks, 46 cases at 21-24 weeks, 114 cases at 25-28 weeks, 105 cases at 29-32 weeks, 31 cases at 33-36 weeks and 36 cases at 37-40 weeks. The ± s of ASEI was 0.492 7±0.059 7, 95% CI was 0.486 4-0.499 0, 95% normal reference value range was 0.375 7-0.609 8. Significant differences were found in ASEI among different groups( P<0.05). The ± s of foramen ovale membrane angle was (44.03±5.48)°, 95% CI was 43.46-44.61°, 95% normal reference value range was 33.29-54.78°. Significant differences were found in the foramen ovale membrane angle among different groups( P<0.05). The ± s of foramen ovale diameter was (4.32±1.30)mm, 95% CI was 4.18-4.45 mm, the differences among different groups were significant( P<0.05) and foramen ovale diameter was found increased with the increase of gestational weeks. There was a significant positive correlation between ASEI and foramen ovale membrane angle ( r=0.558, P<0.05). There was no correlation between foramen ovale diameter and ASEI and foramen ovale membrane angle ( r=-0.166, -0.084; all P>0.05). Conclusions:The normal reference ranges of ASEI and foramen ovale valve angle of normal fetuses aged 16-40 weeks was successfully established. These parameters may be useful for evaluating diastolic cardiac function by assessing foramen ovale.

The predictive study of ultrasound parameters combined with serological indicators for Gleason score risk after prostate cancer surgery / 中华超声影像学杂志

Objective:To establish the prediction model of postoperative Gleason score (GS) risk of prostatic cancer (PCa), and to compare the diagnostic efficacy of the model and each independent risk factor for PCa medium-high risk group.Methods:The clinical data of 362 patients who accepted transrectal prostate biopsy in the Run Run Shaw Hospital Affiliated to Zhejiang University School of Medicine from January 2018 to December 2019 were analyzed retrospectively, and a total of 343 patients with prostate cancer who met the enrollment criteria were selected. According to the GS grading system, these patients were divided into low risk group, moderate risk group and high risk group. At first, the single factor analysis and Spearman rank correlation were used to find out the effective indicators with good correlation with GS risk. Then, multiple linear regression equation was applied for multi-factor analysis to obtain the independent risk factors and the prediction model for predicting GS risk, and then the ROC curve was used to compare the diagnostic efficacy of each independent risk factor and prediction model for PCa medium-high risk group.Results:In the single factor analysis, the differences of all indicators in GS risk were statistically significant (all P<0.05). In the correlation analysis with GS risk, except for the indicators of prostate volume (all P>0.05), the other indexes had linear correlations with the different risks of GS (all P<0.05). Among them, the total prostate specific antigen and two-dimensional ultrasound (2D-US) score showed moderate positive correlations( rs=0.402, 0.579, all P<0.001), contrast enhanced ultrasound (CEUS) score showed a high positive correlation ( rs=0.709, P<0.001), and the rest indexes showed low positive correlations. Multiple linear regression was used to obtain two independent risk factors of 2D-US score ( X1) and CEUS score ( X2) for the prediction of GS risk, then, a prediction model was established: Y=0.863+ 0.066 X1+ 0.27 X2, the corresponding linear coefficient differences were statistically significant(all P<0.05). By the ROC analysis, the areas under the curves of 2D-US score, CEUS score and the prediction model were 0.838, 0.906 and 0.907, respectively. Conclusions:2D-US score and CEUS score are independent risk factors for predicting postoperative GS risk, and the diagnostic efficacy of the prediction model is higher than those of the 2D-US score and CEUS score for the medium-high risk group.

Quantification of Z-scores of normal fetal left and right ventricular diameters using early fetal echocardiography / 中华超声影像学杂志

Objective:To investigate the association of left and right ventricular diameters in normal early pregnancy and early middle pregnancy to the biological growth parameters of fetus, and to establish the reference and Z-score model for left and right ventricles.Methods:Two hundred and forty-six fetuses in normal early pregnancy (11-13 + 6 weeks) and early middle pregnancy (14-17 + 6 weeks) from February 2019 to May 2019 in Sir Run Run Shaw Hospital were examined by routine ultrasound. Non-cardiac fetal biometric parameters included crown-rump length (CRL), biparietal diameter (BPD) and femoral length (FL) and gestation age (GA) based on menstrual age were assessed. The left and right ventricular widths (LVW, RVW) and ventricular lengths (LVL, RVL) were measured at the end of diastolic period by obtaining the standard four chamber view of fetal echocardiography. The end-diastolic areas (LVA, RVA) as the products of the ventricular widths and lengths, the global spherical indexes (GSI) of left and right ventricles (LVSI, RVSI), the ratios of left and right ventricular widths (LVW/RVW), the length ratios (LVL/RVL) and the area ratios (LVA/RVA) of both ventricles were calculated.GA, BPD and FL were used as independent variables. The predicted cardiac parameters and its derivative parameters were used as dependent variables. The corresponding reference range was established. The correlation between each standard deviation (SD) and independent variables was analyzed, and the corresponding Z-scores of left and right ventricular diameters were calculated by using the formula. Results:①LVW, RVW, LVL, RVL were found positively correlated with the increase of GA, BPD and FL, and the correlation between GA and LVW, RVW was the highest ( r=0.928, 0.930; all P<0.000 1). ②There was a positive correlation between LVA, RVA and GA ( r=0.868, 0.872; all P<0.000 1). LVSI, RVSI were found negatively correlated with GA ( r=-0.844, -0.861; all P<0.000 1), and LVSI>RVSI. LVW/RVW<1 and almost close to 1, the ratios decreased with the increase of GA( r=0.147, P<0.000 1). LVL/RVL>1, the ratios increased with the increase of GA( r=0.313, P<0.000 1). LVA/RVA>1, but there was no correlation with GA. ③The SD values of LVW, RVW, LVL, RVL positively correlated with independent variables. Taking GA and LVW as an example, the linear regression equation of LVW was Y=-5.338+ 0.549GA ( r=0.928, P<0.000 1), and the linear regression equation of LVW-SD was Y=-0.322+ 0.037GA( r=0.131, P<0.000 1). The Z-scores of LVW, RVW, LVL, RVL, LVA, RVA did not change with the changes of GA, BPD, and FL. Conclusions:The normal reference range and Z-scores of left and right ventricular lengths and widths can be simply and reliably established using statistical analysis, and these parameters might have potentials for more accurately and more early evaluating the normal development of fetal heart.

Diagnostic values of BRAFV600E mutation analysis and Bethesda system for reporting thyroid cytopathology in thyroid nodules with TIRADS 4 and 5 / 中华耳鼻咽喉头颈外科杂志

Objective@#To evaluate the diagnostic efficacies of BRAFV600E testing and Bethesda system for reporting thyroid cytopathology (BSRTC) in thyroid nodules with thyroid imaging reporting and data system (TIRADS) category 4 and 5.@*Methods@#A total of 187 thyroid nodules in 187 patients underwent the examinations of ultrasound-guided fine needle aspiration cytology (FNAC) and BRAFV600E mutation were analyzed retrospectively. Receive operating characteristic (ROC) curve was used to investigate the diagnostic values of both methods and the clinical application of BRAFV600E combined with BSRTC was evaluated. SPSS17.0 software was used to analyze the data.@*Results@#Among 187 thyroid nodules, 123 were malignant nodules confirmed with histopathological examination and 64 benign nodules determined by FNAC, histopathological examination, or long-term follow-up. The sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of BRAFV600E test were better than those of BSRTC [69.1%, 98.4%, 98.8%, 62.4%(χ2=77.3, P=0.000) vs 62.6%, 93.8%, 95.1%, 56.6%(χ2=54.4, P=0.000)]. While the sensitivity, specificity, PPV and NPV of the combined test of BRAFV600E and BSRTC for diagnosis of malignant thyroid nodules were 87.8%, 92.2%, 95.6%, 79.7%(χ2=112.6, P=0.000), respectively. The area under the ROC curve for the combined test was higher than that for each of tests (0.900 vs 0.858 or 0.838).@*Conclusions@#The combined test of BRAFV600E mutation and BSRTC has a higher diagnostic efficacy for malignant thyroid nodules compared with BRAFV600E mutation or BSRTC alone.

Fetal discrepancy during first trimester in dichorionic twins / 中华超声影像学杂志

Objective To investigate the incidence and distribution of fetal discrepancy during the first trimester in dichorionic twins.Methods This was a prospective analysis of dichorionic twin pregnancies that underwent 11+0～ 13+6 week scan at a tertiary hospital from Sep 2008 to Oct 2010.Differences in crown-rump length (CRL),nuchal translucency ( NT),heart rate ( HR).deepest vertical pockets of amniotic fluid (DVP) for every pair of twin fetuses were calculated and expressed as absolute value and percentage of discordance.Results A total of 66 dichorionic twin pregnancies were included.The average CRL was significantly different between the larger fetus and the smaller one,which were (65.28 ±8.54)mm and (62.34 ± 8.49) mm respectively ( P ＜ 0.001).The average NT was significantly different between two fetuses,which were ( 1.56 ± 0.35) mm and (1.28 ± 0.30) mm respectively. HR and DVP were also statistically different between two fetuses ( P ＜0.001).Conclusions The growth of two fetuses in normal dichorionic twins is not uniform during the first trimester.

Prenatal sonographic diagnosis of hemivertebra / 中华超声影像学杂志

Objective To investigate the diagnostic value of prenatal ultrasonography in the fetal hemivertebra. Methods The ultrasonographic findings of three fetuses with hemivertebra diagnosed in our hospital were reviewed and compared with those of postnatal ultrasonography,other image modalities,and autopsy. Results In all fetuses,a distortion of the spine was observed where only one half of the vertebra could be identified. The parents opted for termination of the pregnancy in one case and the deformity was confirmed by autopsy. The other two fetuses were delivered and in one fetus the diagnosis was confirmed by radiological assessment. Conclusions Hemivertebra can be diagnosed accurately by second-trimester ultrasonography. The prognosis is mostly favorable when no other anomalies are associated. Meticulous examination may disclose the lesion and help decide the fate of pregnancy.

Measurement and assessment of fetal tricuspid waveform in first-trimester / 中华超声影像学杂志

Objective To investigate the clinical value and method of fetal tricuspid regurgitation in the first trimester.Methods Fetuses were performed ultrasonography at 11 to 14 gestational weeks,measuring crown rump length,nuchal translucency and acquiring tricuspid waveform.All the fetuses were followed up until 6 months after birth,including prenatal ultrasound examination,maternal serum biochemistry and karyotype test.Results A total of 262 fetuses were performed ultrasonography in the first trimester,the tricuspid waveform were acquired successfully in 249 (95%).Nine cases with tricuspid regurgitation were detected,including 3 cases of trisomy 21,3 cases with complex heart defects,one case with omphalocele,two resulted in intrauterine death and one case of normal chromosome and phenotype.Conclusions Tricuspid waveform is relatively easier to examine and assessment.Tricuspid regurgitation is a useful first-trimester ultrasound marker for the detection of chromosomal abnormalities,cardiac defects,and adverse pregnancy outcome.

Value of prenatal ultrasonography in diagnosis of fetal biliary cystic malformation / 中华超声影像学杂志

Objective To investigate the diagnositic value of ultrasonography in fetuses with cystic biliary malformation. Methods Three cases of cystic biliary malformation diagnosed in our hospital by prenatal ultrasound were followed up until surgery after birth. Results In all three cases.an anechoic cystic lesion was detected in the right upper abdomen at 16,26,34 weeks' gestation respectively, which were diagnosed as biliary cystic malformation by prenatal ultrasound. Two cases were confirmed as choledochal cyst by surgery, one case as biliary atresia. The maximum diameter during pregnancy of choledochal cyst were 3. 9 cm and 4.2 cm respectively, which increased steadily as gestational age advanced, with normal gallbladder in continuity with the choledochal cyst. But the largest diameter of the cyst in congenital biliary atresia was 1.7 cm and remained unchanged throughout the remaining pregnancy, the gallbladder could not be detected or an irregular small gallbladder was shown. Excision of the cyst and Roux-en-Y hepaticojejunostomy were successfully performed in all three cases. Postoperative course were uneventful. Conclusions Cyst diameter, change in size, gallbladder ultrasound pattern may allow to make a prenatal differential diagnosis of biliary tree cystic malformation. Small and stable cyst with an undetected gallbladder or small gallbladder is more suggestive of biliary atresia than choledochal cyst. Precise imaging may facilitate prenatal counseling and perinatal management. The outcomes had improved with earlier operations.

Prenatal ultrasound diagnosis of fetal hand malformations / 中华超声影像学杂志

Objective To determine the diagnostic value of two and three dimensional ultrasound in detecting fetal hand malformations. Methods In the retrospectively analysis,the severe fetal hand malformations detected by prenatal ultrasound during the recent three years in our hospital were classified according to the prenatal sonographic characteristics,family history,karyotype analysis and autopsy results,etc.Results Fourteen fetuses with hand-anomaly were detected during the 16-28th week of gestation,both hands were affected in 10 cases,with the same morphology bilaterally in 8 cases.Thirteen cases had other abnormal sonographic findings.They were detected and classified into three categories,Wrist deformity (9 cases),three fetuses were associated with total absence of radius and radial clubhand,and six fetuses had palmar deviated hands,with various etiologies including familial hereditary arthrogryposis multiplex congenita,distal type 1 (AMCD1),amniotic band syndrome,body stalk anomaly,trisomy18 and micromelia.Hand (figer) hypoplasia or aphasia (3 cases),one hand was absent in one fetus without associated anomaly,absence of five fingers with ipsilateral multicystic dysplastic kidney in the second fetus,and the third fetus had split hand/foot malformation (SHFM).Overlapping fingers (4 cases),three of them were trisomy18,and two fetuses had both wrist deformity and overlapping fingers.Conclusions Prenatal two and three dimensional ultrasound play an important role in detecting and diagnosing severe type of fetal hand malformations.

Investigation of frontomaxillary facial angle in fetuses at 11+0 to 13+6 weeks with two- and three-dimensional ultrasound / 中国医学影像技术

Objective To investigate the role of two-dimensional ultrasound (2DUS) and three-dimensional ultrasonography (3DUS) in the measurement of fetal frontomaxillay facial (FMF) angle. Methods FMF angle in fetuses at 11~(+0) to 13~(+6) weeks were measured with 2DUS and 3DUS respectively. The difference between measurements and reproducibility were compared, and the relationship between FMF angle measured with 3DUS and crown-rump length (CRL) was assessed.Results FMF angle was obtained in 37 fetuses. Assessable fetuses increased with increased CRL, while the values of FMF angle decreased. Qualified 3D volumes were obtained from 30/37 (81.08%) fetuses, while qualified 2D measurements were available in 18/37 (48.65%) fetuses. For the same fetus, the difference between two measurements with 3DUS was significantly less than that with 2DUS (1.68°±1.01° vs 2.78°±1.95°, P<0.01). For the 11 fetuses assessed with both methods, the values of FMF angle obtained with two methods were not significant different. There was significant negative correlation between FMF angle and fetal CRL (r＝-0.540,P<0.01).Conclusion FMF angle in fetuses at 11~(+0) to 13~(+6) weeks can be achieved rapidly and accurately with 3DUS.