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Ductal carcinoma in situ(DCIS),a pathological type of breast cancer that is limited to the terminal ducts of the breast without breaking through the basement membrane,is considered as the precursor of invasive ductal carcinoma(IDC).When DCIS breaks through the basement membrane and invades surrounding tissues,it can form infiltrating lesions.If the maximum diameter of a single infiltrating lesion is less than 1mm or the maximum diameter of multiple infiltrating lesions is less than 1mm,it is defined as ductal carcinoma in situ with microinvasion(DCIS-Mi).About 12%-40%of untreated and intervened DCIS will progress to IDC,and DCIS and IDC can also coexist.However,there is a considerable portion of DCIS that never progresses with good prognosis.Recently,overdiagnosis and overtreatment of DCIS have become the research hotspots.The histological grade of DCIS is mainly based on the morphology of the nucleus,which is divided into three nuclear levels:low,medium,and high.There are also significant differences in receptor expression and molecular type distribution between DCIS,DCIS-Mi,and IDC.For DCIS with or without microinvasion as well as different histological grades,there are many controversies about the treatment regimen,clinical prognosis and risk.The development of modern imaging technology has achieved preliminary evaluation of histological grading,infiltration status,and prognosis prediction of DCIS.The most commonly used breast imaging techniques in clinical practice currently include mammography(MG),ultrasound(US),and magnetic resonance imaging(MRI).The imaging principles of these three techniques are different,and each has its own advantages and disadvantages in breast disease imaging diagnosis.However,they can complement each other and play an important role in disease diagnosis,treatment,and prognosis evaluation.Mammography has the advantages of safety,reliability and good repeatability.It is the preferred screening method for breast cancer recommended by international guidelines.The main manifestations of DCIS on MG can be divided into non calcified lesions and calcified lesions.On US,the main manifestations are lesions and non-lesion type,which can be further divided into hypoechoic changes,calcification,ductal changes,and structural disorders and distortions.MRI has higher sensitivity in detecting DCIS without calcification and multifocal DCIS compared with MG,and has higher accuracy in evaluating the lesion range.However,there are also shortcomings such as low diagnostic specificity and insensitivity to microcalcification display.In addition,radiomics has great potential in the histopathological evaluation,prediction,and guidance of individualized precision treatment of DCIS.In the current era of precision medicine,image features,histopathology,molecular genes,etc.are increasingly significant in predicting the prognosis of breast cancer.The early accurate diagnosis and molecular type of DCIS are also extremely important in clinical work.It has become a consensus in clinical treatment to predict the potential benefits of different treatments through molecular typing,histological grade,and imaging findings,in order to develop the most suitable personalized treatment plan.This article reviewed the correlation between imaging features and the molecular subtype,histopathology and prognosis of DCIS.
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Objective:To investigate the diagnostic efficacy of ultrasound in pregnancy associated breast cancer (PABC) under different breast ultrasound background echotextures.Methods:The ultrasonic images of 269 female patients with breast diseases who underwent breast surgery in Fudan University Shanghai Cancer Center from January 2016 to September 2023 and were pregnant or within one year postpartum at the time of onset were retrospectively reviewed. Breast ultrasound background echotextures were classified according to two criteria: the first classification was homogeneous-fat, homogeneous-fibroglandular, and heterogeneous; the other classification was hypoechoic dominated and hyperechoic dominated. The comparison of the diagnostic value of ultrasound in PABC under different backgrounds was conducted by the receiver operating characteristic(ROC) curves.Results:Among 269 patients, 67 patients(24.91%)were during pregnancy and 202 patients(75.09%) were within one year postpartum. Pathologically, 47 patients (17.47%) were confirmed as benign, 222 patients (82.53%) were malignant. According to the first classification, 138 patients were homogeneous-fibroglandular and 131 patients were heterogeneous, with the diagnostic sensitivity of ultrasound in PABC were 88.70% and 59.81% respectively, and the specificity were 91.30% and 83.33% respectively, the areas under the ROC curves were 0.940 and 0.826 respectively ( P=0.022). According to the second classification, 119 were hypoechoic dominated and 150 patients were hyperechoic dominated, the sensitivity were 60.21% and 85.27% respectively, the specificity 84.62% and 90.48% respectively, the areas under the ROC curves were 0.826 and 0.925 ( P=0.042). Conclusions:The heterogeneous background echotextures of the breast may cause decrease of the diagnostic efficiency of ultrasound in PABC, and hypoechoic dominated background was more unfavorable for the diagnosis of PABC compared to the hyperechoic dominated background.
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@# or older during the outbreak epidemic of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Omicron variant in Sanya City, Hainan Province, August-September 2022, and to provide scientific and effective basis for formulating strategies for the prevention and treatment of COVID-19 in the elderly in the future. Methods The data of 1 785 COVID-19 cases aged ≥60 years reported from August 1 to September 8, 2022 in Sanya City, and 537 local COVID-19 inpatients aged ≥60 years treated in Sanya Central Hospital were collected and analyzed using WPS Office 2018 software for data cleaning, database assistance, and drawing, and SPSS 22.0 software was used to statistically describe and analyze the counting data. Results A total of 1 785 local COVID-19 cases aged ≥60 years were reported in China's Disease Prevention and Control Information System, including 1 509 confirmed cases (84.54%) and 276 asymptomatic cases (15.46%). Of the confirmed cases, 1 448 were mild cases (95.96%), 40 were common cases (2.65%), 10 were severe cases (0.66%), and 11 were critical cases (0.73%), and no deaths were reported. The ratio of male to female was 0.88∶1. The youngest was 60 years old, the oldest age was 107 years old, with a median age of 67 years old. Most of them (1 559 cases, 87.34%) were non-social employed personnel. Among them, 952 (53.33%) were from Tianya District and 733 (41.06%) from Jiyang District. Among the 537 COVID-19 elderly infected patients hospitalized in Sanya Central Hospital, infected patients with underlying diseases accounted for 287 (53.45%) cases of hypertension, diabetes and other types of basic diseases (chronic kidney disease, hyperlipidemia, chronic gastritis, gastric ulcer, etc.), and there were serious infections. Conclusions Most of the elderly infected with Omicron variants were mild cases with few symptoms, but the elderly infected with Omicron variants were difficult to recover or even worsen the condition due to old age and underlying diseases. Therefore, by analyzing the various aspects of elderly infected cases, scientific and effective basis can be provided to prevent and control the epidemic situation in the future, and reduce the occurrence of severe, critical and death cases of COVID-19 in the elderly.
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@#Abstract： Objective To retrospectively analyze the investigation and disposal of the COVID-19 outbreak caused by the transmission of the Omicron variant in infected imported cases, and provide basis for COVID-19 outbreak management. Methods The description epidemiological method was used to describe the COVID-19 outbreak in Sanya City from March 31 to April 15, 2022. The propagation chain was mapped and the experience gained and shortcomings identified in emergency responses were analyzed. Results The outbreak resulted in 95 reported locally transmitted COVID-19 cases with a incubation period M(P25, P75) of 4 (3, 5) d. In the 95 cases, the proportion of cases detected through close contact screening, centralized isolation, community screening, control area screening, active treatment (examination), and key population screening were 33.68%, 22.11%, 18.95%, 12.63%, 6.32%, 4.21% and 2.11%, respectively. The epidemic spread for 6 generations, causing 5 clusters of outbreaks and 12 cases of cluster disease. The epidemic affected 12 villages/neighborhood committees, 1 bar, 1 hospital, 1 small clinic, 1 farmer's market, 1 large shopping mall and 1 restaurant in 2 districts of Sanya City. The result of gene sequencing was Omicron variant BA.1.1. Through the immediate launch of emergency plans, nucleic acid and antigen testing, controlling close contact between infected persons and close contacts, suspending indoor business sites, central urban control, and temporary suspension, COVID-19 was controlled within 16 days. Conclusions The transmission chain of this outbreak was clear and was caused by imported cases. Strengthening the management of the pass, doing a good job in information sharing and docking, timely screening for cases, screening, pushing, controlling high-risk groups, and implementing comprehensive control measures, can effectively prevent the spread of the epidemic, providing a reference for the control of epidemic situations in relevant scenarios.
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Objective:To investigate the value of ultrasound and Ki-67 for early predicting pathological complete response (pCR) of triple negative breast cancer(TNBC) after neoadjuvant chemotherapy (NAC).Methods:Retrospective analysis was performed in 190 patients with TNBC who underwent surgery after NAC treatment at the Cancer Hospital of Fudan University from January 2019 to December 2022. All patients underwent ultrasound examination before and after 2 and 4 cycles of NAC treatment. According to the operation pathological results after NAC, the patients were divided into pCR group and non-pCR group. The differences in ultrasound and Ki-67 parameters were compared between the pCR and non-pCR groups, and binary Logistic regression analysis was performed to determine the independent predictors for pCR. The ROC curve was plotted to evaluate the diagnostic efficacy.Results:Tumor maximum diameter, relative change rates of tumor maximum diameter after 2-cycle and 4-cycle NAC (ΔD2, ΔD4), relative change rate of lymph node short diameter after 2-cycle NAC (ΔS2), T-stage, N-stage and Ki-67 showed statistically significant differences between the pCR group and the non-pCR group (all P<0.05). Logistic regression analysis showed that ΔD4, T-stage, N-stage and Ki-67 were independent predictors for pCR ( OR=1.029, P=0.011; OR=0.300, P=0.009; OR=0.653, P=0.048; OR=1.028, P=0.001). The area under the curve (AUC) of pCR was 0.804 (95% CI=0.742-0.866), the sensitivity and specificity were 67.5% and 83.2% respectively. Conclusions:The combination parameters of ΔD4, T-stage, N-stage and Ki-67 have certain clinical value for predicting pCR of TNBC.
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Objective:To explore the feasibility and clinical value of artificial intelligence-assisted breast ultrasound in screening breast cancer in Tibet.Methods:Two hundred and eighty-six women who participated in breast cancer screening in Shigatse People′s Hospital from August to September in 2021 were selected. The study included four groups. Group 1, ultrasound screening by senior breast ultrasound doctors from Shanghai; Group 2: local ultrasound doctors used intelligent-assisted ultrasound equipment for screening; Group 3: local ultrasound technicians used intelligent-assisted ultrasound equipment for screening; Group 4: ultrasound screening by local ultrasound doctors. The pathological results of screening positive cases and six-month ultrasound follow-up results of negative cases were set as the gold standard.Results:Twenty-seven lesions of 21 persons were screened positive. Pathology showed that 1 case of invasive ductal carcinoma, 1 case of severe atypical hyperplasia, 6 cases of fibroadenoma, 5 cases of breast disease, 14 cases of breast hyperplasia. Two hundred and sixty-five persons were screened negative, and the results of the six-month ultrasound follow-up were still negative. The accuracy, sensitivity, and specificity of group 2 were 0.966, 1, and 0.964 respectively; The accuracy, sensitivity, and specificity of group 3 were 0.935, 0.769, and 0.943 respectively; The accuracy, sensitivity, and specificity of group 4 were 0.860, 0.308 and 0.885 respectively. The accuracy and area under the curve of groups 2 and 3 were significantly different from that of group 4 (all P<0.001), and there was no significant difference from that of group 1 ( P=0.063, P=0.055). Conclusions:Artificial intelligence-assisted breast ultrasound screening technology can effectively improve the screening efficiency of non-breast ultrasound specialists and technicians. It is very suitable to solve the problems faced by grass-roots screening in Tibet and has great social significance and clinical value.
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Objective:To explore the predictive value of various specific sonographic features on molecular subtypes for invasive breast carcinoma(IBC).Methods:Sonographic and clinicopathological data were retrospectively reviewed for 500 IBC patients who accepted surgical therapy in Fudan University Shanghai Cancer Center from January 2014 to March 2016. All tumors were divided into 5 molecular subtypes. The relationships of sonographic variations associated with the molecular subtypes for IBC were analyzed by univariate and multivariate Logsitic regression analyses.Results:Specific sonographic features for triple-negative subtype included regular shape ( OR=2.06, P=0.018), no spiculated/angular margin ( OR=1.98, P=0.029), posterior acoustic enhancement ( OR=2.26, P=0.005), and no calcification ( OR=2.13, P=0.006). Specific sonographic feature for human epidermal growth factor receptor-2 positive (HER2) subtype was posterior acoustic enhancement ( OR=2.23, P=0.006). Specific sonographic features for Luminal A subtype included spiculated/angular margin ( OR=2.24, P=0.001), posterior acoustic shadow ( OR=1.84, P=0.026), and no calcification ( OR=1.89, P=0.016). There were no specific sonographic features for the Luminal B with HER2 negative subtype, while that for the Luminal B with HER2 positive subtype was calcification ( OR=3.61, P<0.001). However, when used these sonographic features to predict molecular subtypes of breast cancer, the sensitivity values were 8.4%-57.3%, and positive predictive values were 9.5%-53.3%. Conclusions:The variety of sonographic features is associated with molecular subtypes of IBC.However, due to the overlap of sonographic features between different subtypes, molecular subtypes of IBC cannot be predicted by sonographic features.
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Objective:To investigate the imaging features of breast solid papillary carcinoma(SPC) by ultrasonography.Methods:The ultrasonic images of 218 breast SPC patients confirmed by pathology in Fudan University Cancer Center from December 2012 to January 2020 were retrospectively reviewed. The manifestations were preliminarily classified into 6 types, and the ultrasonic imaging features were summarized.Results:There were 22 cases with negative ultrasound findings. The cases of solid mass, nodular with ductal dilatation, cystic-solid mass, intraductal abnormal echo, simple ductal dilation and non-ductal flaky hypoechoic area or structural disorders were 79(36.2%), 33(15.1%), 29(13.3%), 30(13.8%), 20(9.2%) and 5(2.3%), respectively, and the diagnostic rates of ultrasound were 70.9%, 24.2%, 75.9%, 20%, 0 and 0, respectively.Conclusions:The ultrasonic manifestations of breast SPC are diverse, while cystic-solid findings can be seen as a clue of breast SPC.
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Objective:To investigate the stiffness characteristic of triple-negative human breast cancer at different size in a implantation nude female mice model using shear wave elastography(SWE) and to compare the clinical pathologic features of tumors with elasticity variables.Methods:Human breast cancer MDA-MB-231 cells were injected into 30 nude female mice and 27 transplanted tumors were successfully found in nude female mice. Ultrasound and SWE were longitudinally performed on maximum diameter plane of 21 tumours in 21 nude mice. The elastic parameters of maximal elasticity(Emax), mean elasticity (Emean) and standard deviation of elasticity(Esd) were recorded. The mice were divided into 3 groups according to the tumor size. They were group A with tumor size less than or equal to 5 mm, group B with tumor size greater than 5 mm and less than or equal to 10 mm, group C with tumor size larger than 10 mm and smaller than or equal to 15 mm. Compared with pathology, the relationships between Ki67 of transplanted tumor and elastic parameters were analyzed.Results:As the transplanted tumors increased, the values of Emax, Esd, Ki67 all increased. The lesions maximal size, Emax, Esd, Ki67 were significant higher in group B ( P<0.001, P=0.006, P=0.002, P=0.026) and group C ( P<0.001, P<0.001, P<0.001, P=0.028) than group A. The other parameters were not significantly different among the groups(all P>0.05). The size of transplanted tumors was significantly and positively correlated with Emax ( rs=0.673, P=0.001), Esd ( rs=0.661, P=0.001), and Ki67 ( rs=0.509, P=0.018). Conclusions:SWE Emax and Esd can reflect the tumor tissue stiffness change and biological activity during the tumor growth.
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Objective:To investigate the current basic situation of the staff of ultrasound departments in Shanghai′s medical institutions, for providing references in making management policy of these professionals.Methods:Questionnaire surveys on human resource and service ability were made to all the ultrasound departments of medical institutions in Shanghai in December 2013 and November 2018 respectively. Data of the two surveys were compared and analyzed, and were descriptively analyzed by mean and percentage.Results:The number of ultrasound professionals per 10 000 people in Shanghai was 1.04 in 2018. Tertiary hospitals had advantages in the number of the professionals, and the proportion of professional qualification, age, education background and professional title of the professionals. Compared to those data in 2013, the number of ultrasound professionals had increased 31.8% in 2018. The proportion of medical practitioners with medical imaging specialty was 95.6%(2 063/2 158), and had increased by 4.7 percent. The medical services workload of ultrasound was 19.82 million person-time, and had increased 45.8%.Conclusions:Development of ultrasound departments was rapid, but the development of professionals was unbalanced with the development of medical services. It is suggested to strengthen training of ultrasound professionals and improve the system of hierarchical medical system.
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Objective:To study the correlation between echogenic foci pattern of papillary thyroid carcinoma(PTC) solitary nodule and lateral cervical lymph node metastasis.Methods:The clinical data of 475 patients with echogenic foci in preoperative ultrasound and pathologically confirmed PTC solitary nodule from January to December 2014 in Fudan University Shanghai Cancer Center were retrospectively analyzed, which was categorized into lateral cervical lymph node metastasis group and lateral cervical lymph node non-metastasis group. Echogenic foci was classified into five types: local punctate echogenic foci, diffused punctate echogenic foci, coarse echogenic foci, mixed echogenic foci, peripheral annular and eggshell echogenic foci. The related clinical characteristics and the ultrasonic features were also involved. Chi-Square test and Logistic regression analysis were performed to analyze the correlation.Results:Age, preoperative human thyroglobulin (HTG) level, maximum diameter, location and echogenic foci pattern distributed to lateral cervical lymph node metastasis of PTC solitary nodule in 475 cases, according to univariate analysis ( P<0.05). Multivariate Logistic regression analysis showed diffused punctate echogenic foci, age≤35 years old, maximum diameter >10 mm and upper part were risk factors of lateral cervical lymph node metastasis of PTC solitary nodule. Conclusions:Diffused punctate echogenic foci in PTC solitary nodule, patients younger than 35 years old, maximum diameter larger than 1 cm and nodule location at upper part of the thyroid promote to lateral cervical lymph node metastasis.
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Objective@#To investigate the current basic situation of the staff of ultrasound departments in Shanghai′s medical institutions, for providing references in making management policy of these professionals.@*Methods@#Questionnaire surveys on human resource and service ability were made to all the ultrasound departments of medical institutions in Shanghai in December 2013 and November 2018 respectively. Data of the two surveys were compared and analyzed, and were descriptively analyzed by mean and percentage.@*Results@#The number of ultrasound professionals per 10 000 people in Shanghai was 1.04 in 2018. Tertiary hospitals had advantages in the number of the professionals, and the proportion of professional qualification, age, education background and professional title of the professionals. Compared to those data in 2013, the number of ultrasound professionals had increased 31.8% in 2018. The proportion of medical practitioners with medical imaging specialty was 95.6%(2 063/2 158), and had increased by 4.7 percent. The medical services workload of ultrasound was 19.82 million person-time, and had increased 45.8%.@*Conclusions@#Development of ultrasound departments was rapid, but the development of professionals was unbalanced with the development of medical services. It is suggested to strengthen training of ultrasound professionals and improve the system of hierarchical medical system.
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Objective To evaluate the association between quantitative ultrasonographic features and clinical ,pathological and immunohistochemical features of triple negative invasive breast carcinoma( TNBC) . Methods With the ethical approval , 96 patients who were pathologically confirmed as TNBC were retrospectively reviewed . All patients were sub-grouped according to age ,tumor size ,pathological grade , Ki67 expression level and human epidermal growth factor receptor 2 ( HER-2) score .Ultrasound images were segmented for the breast carcinoma mass using a phase-based active contour model . The high-throughput radiomics features were extracted based on the two-dimensional sonographic features . There were 460 features extracted from each ultrasound image . A series of computer aided algorithms including K-svd algorithm ,sparse representation ,support vector machine ( SVM ) and radial basis function were used to determine the high-throughput sonographic features that were highly correlated to clinical ,pathological and immunohistochemical features of TNBC . The performance efficacy was expressed by accuracy and area under curve ( AUC) of the ROC curve . Results The high-throughput ultrasonographic features of invasive TNBC could predict its pathological grade ,Ki67 level and HER-2 score with the accuracy 92 .2％ -96 .9％and AUC 98 .7％ -99 .9％ . There were 82 radiomics features selected for predicting the pathological grade of TNBC , the feature with the maximum weight was the elliptic-normalized eccentricity based on morphological features . There were 100 features selected for predicting the Ki67 expression level ,the feature with the maximum weight was the standard deviation of the annular region based on the boundary texture features . There were 85 features selected for the prediction of HER-2 score ,the most powerful parameter was the intensity based on NGTDM texture features . Conclusions Quantitative high-throughput ultrasonographic features are correlated with the pathological and immunohistochemical characteristics of invasive TNBC . High-throughput ultrasonographic features are valuable in predicting biological behavior of TNBC .
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Objective To evaluate the risk factors in terms of clinical characteristics ,serological indicators and sonographic features regarding thyroid papillary carcinoma ( PTC) for the central neck lymph node metastasis . Methods One thousand one hundred and seventy‐four patients accepted thyroid cancer surgery at Fudan University Shanghai Cancer Center from January to September 2016 were enrolled . All patients were confirmed to be solitary PTC in paraffin wax pathology after thyroidectomy .M eanwhile ,the status of central neck lymph node metastasis was determined referring to postoperative pathology . All features of the PTC lesion in terms of clinical ,serological and sonographic features were evaluated for the association with central neck lymph node metastasis using univariate and multivariate logistic regression analysis . Meanwhile ,a nomogram model was established for the determined risk factors . Results Out of 1 174 patients ,469 patients ( 39 .9% ) presented central neck lymph node metastasis ,univariate analysis showed that age , gender , preoperative thyroglobulin ( Tg ) and thyroid peroxidase antibody ( T POAb ) , maximum diameter ,location ,close to the thyroid capsule ,AP/T R ,echo ,acoustic halo ,and presence of microcalcification were related with CLNM ( P ＜ 0 .05 ) . M ultivariate logistic regression analysis demonstrated that less than 55 years‐old , male , Tg higher than 20 eg/L , T POAb less than 1 kU/L , maximum diameter larger than 10 mm ,and presence of microcalcification were independent risk factors for CLNM . T he nomogram was established based on independent risk factors determined by the logistic regression with the AUC 0 .714 ,specificity 73 .1% ,and sensitivity 59 .7% . Conclusions For patients with single focal PTC lesion , younger age , male , higher Tg , lower T POAb , and larger lesions containing microcalcificatin on ultrasound are associated with central neck lymph node metastasis .
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Objective To investigate the ultrasonographic features of different pathological types of phyllodes tumors ( PT ) of breast . Methods T he clinical manifestations and sonographic findings were analyzed retrospectively in 132 patients with 136 different subtype PT s . Ultrasonographic features of benign ,borderline and malignant types were compared . Results All the lesions were classified into benign ( 46/136 ,33 .8% ) ,borderline ( 62/136 ,45 .6% ) and malignant ( 28/136 ,20 .6% ) . On sonography ,most tumors were show n as oval or lobulated ( 77 .9% ) ,well‐defined margins ( 70 .6% ) ,and posterior echo enhancement ( 72 .1% ) . Cystic areas were observed in 36 lesions ( 26 .5% ) . No significant difference was observed in age ,lesion shape ,echo patterns ,posterior acoustic features or cystic area ( P ＞ 0 .05 ) . Large size ,indistinct margins and grade Ⅱ － Ⅲ vascularity were more frequent in borderline and malignant tumors ( P ＝0 .002 , P ＝0 .028 , P ＜0 .001 ,respectively ) . Conclusions Phyllodes tumors of breast have certain characteristics on ultrasonography .Large size ,unclear margins and rich blood flow signals may indicate malignancy .
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Objective@#To evaluate the risk factors in terms of clinical characteristics and sonographic features regarding solitairy thyroid papillary carcinoma (PTC) for the lateral cervical lymph node metastasis(LLNM) and then to establish nomogram model.@*Methods@#All patients were confirmed to be solitary PTC in paraffin wax pathology after thyroidectomy in Fudan University Shanghai Cancer Center from January to September 2016. Meanwhile, the status of lateral cervical lymph node metastasis was determined referring to postoperative pathology. Clinical characteristics including gender, age, preoperative thyroid stimulating hormone (TSH), thyroglobulin (Tg), thyroglobulin antibody (TGAb), thyroid peroxidase antibody (TPOAb), central lymph node metastasis (CLNM) and sonographic features of the PTC lesion including maximum tumor diameter, location, aspect ratio, relation with thyroid capsule, echo, margin, acoustic halo, microcalcification were evaluated for the association with lateral cervical lymph node metastasis using univariate and multivariate logistic regression analyses. Then the nomogram model was established and its application value was evaluated using ROC.@*Results@#Out of 1 174 patients, 125 patients (10.6%) presented lateral neck lymph node metastasis and 10 patients presented skipping metastasis.Univariate analysis showed gender, preoperative Tg and TGAb, CLNM, maximum tumor diameter, location, close to the thyroid tumor capsule, echo, aspect ratio, acoustic halo, microcalcification were associated with LLNM(P<0.05). Binomial logistic regression analysis indicated CLNM, maximum tumor diameter of larger than 10 mm, superior or multiple location, microcalcification were independent risk factors of LLNM. The AUC of the nomogram model was 0.865, the sensitivity was 88.0%, the specificity was 75.2%, and the accuracy was 76.6%.@*Conclusions@#As for patients with single focal PTC, CLNM, larger lesions, microcalcification, superior location are associated with lateral neck lymph node metastasis. The nomogram model can be tried for clinical application.
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Objective To compare the difference of diagnostic ability between ultrasound radiomics ( USR) and different conventional imaging models of central neck ( Ⅵ ) lymph node metastasis in papillary thyroid carcinoma ( PTC) . Methods A training set of 609 cases was set up . USR features were extracted and screened by USR method . A weighted formula was established to calculate the USR score of each patient by ultrasound image . T he USR score of the best diagnostic ability was obtained by statistical method and set as the diagnostic criterion . A test set of 326 cases was established to compare the diagnostic ability of USR score with ultrasound ( US ) ,computed tomography ( CT ) and US combined CT . Results T he accuracy ,sensitivity ,specificity ,area under ROC curve and Youden index of USR score in test set were 0 .804 ,0 .867 ,0 .770 ,0 .766 ,0 .533 ,respectively ,which were significantly higher than the corresponding values of US ,CT and US combined CT ( all P ＝ 0 .000 ) . Conclusions USR score obtained with USR method can effectively predict lymph node metastasis in Ⅵ region of PTC . T he diagnostic efficiency and clinical value of USR score were significantly higher than those of conventional medical imaging models .
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Objective To evaluate the risk factors in terms of clinical characteristics and sonographic features regarding solitairy thyroid papillary carcinoma (PTC) for the lateral cervical lymph node metastasis (LLNM) and then to establish nomogram model.Methods All patients were confirmed to be solitary PTC in paraffin wax pathology after thyroidectomy in Fudan University Shanghai Cancer Center from January to September 2016.Meanwhile,the status of lateral cervical lymph node metastasis was determined referring to postoperative pathology.Clinical characteristics including gender,age,preoperative thyroid stimulating hormone (TSH),thyroglobulin (Tg),thyroglobulin antibody (TGAb),thyroid peroxidase antibody (TPOAb),central lymph node metastasis (CLNM) and sonographic features of the PTC lesion including maximum tumor diameter,location,aspect ratio,relation with thyroid capsule,echo,margin,acoustic halo,microcalcification were evaluated for the association with lateral cervical lymph node metastasis using univariate and multivariate logistic regression analyses.Then the nomogram model was established and its application value was evaluated using ROC.Results Out of 1 174 patients,125 patients (10.6％) presented lateral neck lymph node metastasis and 10 patients presented skipping metastasis.Univariate analysis showed gender,preoperative Tg and TGAb,CLNM,maximum tumor diameter,location,close to the thyroid tumor capsule,echo,aspect ratio,acoustic halo,microcalcification were associated with LLNM (P ＜0.05).Binomial logistic regression analysis indicated CLNM,maximum tumor diameter of larger than 10 mm,superior or multiple location,microcalcification were independent risk factors of LLNM.The AUC of the nomogram model was 0.865,the sensitivity was 88.0％,the specificity was 75.2％,and the accuracy was 76.6％.Conclusions As for patients with single focal PTC,CLNM,larger lesions,microcalcification,superior location are associated with lateral neck lymph node metastasis.The nomogram model can be tried for clinical application.
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Objective@#To compare the difference of diagnostic ability between ultrasound radiomics (USR) and different conventional imaging models of central neck (Ⅵ) lymph node metastasis in papillary thyroid carcinoma (PTC).@*Methods@#A training set of 609 cases was set up. USR features were extracted and screened by USR method. A weighted formula was established to calculate the USR score of each patient by ultrasound image. The USR score of the best diagnostic ability was obtained by statistical method and set as the diagnostic criterion. A test set of 326 cases was established to compare the diagnostic ability of USR score with ultrasound (US), computed tomography (CT) and US combined CT.@*Results@#The accuracy, sensitivity, specificity, area under ROC curve and Youden index of USR score in test set were 0.804, 0.867, 0.770, 0.766, 0.533, respectively, which were significantly higher than the corresponding values of US, CT and US combined CT(all P=0.000).@*Conclusions@#USR score obtained with USR method can effectively predict lymph node metastasis in Ⅵ region of PTC. The diagnostic efficiency and clinical value of USR score were significantly higher than those of conventional medical imaging models.
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Objective To analyze the correlation between echocardiography report narratives and the risk level of congenital heart disease in children,and to validate the feasibility and value of employing text mining technique in such task.Methods Echocardiography reports were retrospectively analyzed for 1 042 children with congenital heart disease.We adopted natural language processing (NLP) technique to generate features from the clinical narratives for machine learning algorithms.Decision trees were trained to predict the risk level of patients.Model performance was evaluated by means of classification accuracy and normalized mean absolute error (NMAE),which were averaged among 50 rounds of stratified 10-fold cross validation.By analyzing branches of the decision tree,we formulated the possible decision path of a clinician and identifyied the key information in the clinical narratives.Results Compared with the auto-generated 3-grams,the selected features yielded a better performance.After feature selection,the predict accuracy was improved from 32.82％ to 48.57％,while the NMAE reduced from 0.33 to 0.25.Conclusions Based on echocardiography report narratives,the risk levels of congenital heart disease in children can be evaluated by our model with an accuracy level of 75 ％.Echocardiographic terms that describe the lesion provide significant information to support the clinical decision making.