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Ma B, Wu G, Zhu H, Liu Y, Hu W, Zhao J, Liu Y, Liu Q. The Prediction Model of High-Frequency Ultrasound Combined with Artificial Intelligence-Assisted Scoring System Improved the Diagnosis of Sclerosing Adenosis and Early Breast Cancer. BREAST CANCER (DOVE MEDICAL PRESS) 2025; 17:145-155. [PMID: 39936075 PMCID: PMC11812439 DOI: 10.2147/bctt.s483496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 01/16/2025] [Indexed: 02/13/2025]
Abstract
Objective The study aimed to apply an artificial intelligence (AI)-assisted scoring system, and improve the diagnostic efficiency of Sclerosing adenosis and early breast cancer. Methods This study retrospectively collected adenopathy patients (156 cases) and early breast cancer patients (150 cases) in Henan Provincial People's Hospital from August 2020 to April 2023. Results The area under the curve of the model constructed by clinical ultrasound features and combined AI features to predict and identify the two in the training group was 0.89 and 0.94, respectively. The combined AI model with the best performance (training AUC, 0.94, 95% CI, 0.91-0.97 and validation AUC, 0.95, 95% CI, 0.90-0.99) was superior to the clinical ultrasound feature model, and the decision curve also showed that the clinical ultrasound combined with AI Nomogram had good clinical practicability. In the training group, the AUC of the sonographer and AI in differential diagnosis was 0.67(95% CI, 0.62-0.71) and 0.89(95% CI, 0.84-0.93), respectively, and the sonographer's assessment showed better sensitivity (1.00 VS 0.73), but AI showed a higher accuracy rate (0.66 VS 0.80). Conclusion Age, lesion size, burr, blood flow, and AI risk score are independent predictors of sclerosing adenosis and early breast cancer. The combined clinical ultrasound feature and AI model are correlated with AI risk score, US routine features, and clinical data, superior to the clinical ultrasound model and BI-RADS grading, and have good diagnostic performance, which can provide clinicians with a more effective diagnostic tool.
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Affiliation(s)
- Bingxin Ma
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Gang Wu
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Haohui Zhu
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Yifei Liu
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Wenjia Hu
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Jing Zhao
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Yinlong Liu
- Department of Ultrasound, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
| | - Qiuyu Liu
- Department of Pathology, Henan Provincial People’s Hospital, Zhengzhou, 450000, People’s Republic of China
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Zhang N, Sun L, Chen X, Song H, Wang W, Sun H. Meta-analysis of contrast-enhanced ultrasound in differential diagnosis of breast adenosis and breast cancer. JOURNAL OF CLINICAL ULTRASOUND : JCU 2024; 52:1402-1418. [PMID: 39206962 DOI: 10.1002/jcu.23803] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Accepted: 08/18/2024] [Indexed: 09/04/2024]
Abstract
This systematic review and meta-analysis study aimed to determine the total capacity of contrast-enhanced ultrasound (CEUS) in the differential diagnosis of breast lesions and breast cancer. For collecting papers, four groups of keywords were searched in five databases. The required information was extracted from the selected papers. In addition to the descriptive findings, a meta-analysis was also conducted. Thirty-three of thirty-six studies (91.67%) on the differential diagnosis of various degrees and types of breast lesions showed that CEUS has proper performance. The pooled values related to the sensitivity and specificity of CEUS were computed by 88.00 and 76.17.
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Affiliation(s)
- Na Zhang
- Department of Electrodiagnosis, Jilin Province FAW General Hospital, Changchun, China
| | - Limin Sun
- Department of Electrodiagnosis, Jilin Province FAW General Hospital, Changchun, China
| | - Xing Chen
- Department of Cardiology, Jilin Province FAW General Hospital, Changchun, China
| | - Hanxing Song
- Department of Electrodiagnosis, Jilin Province FAW General Hospital, Changchun, China
| | - Wenyu Wang
- Thoracic Surgery Department, Jilin Province FAW General Hospital, Changchun, China
| | - Hui Sun
- Department of Electrodiagnosis, Jilin Province FAW General Hospital, Changchun, China
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Huang Q, Nong W, Tang X, Gao Y. An ultrasound-based radiomics model to distinguish between sclerosing adenosis and invasive ductal carcinoma. Front Oncol 2023; 13:1090617. [PMID: 36959807 PMCID: PMC10028189 DOI: 10.3389/fonc.2023.1090617] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 02/17/2023] [Indexed: 03/09/2023] Open
Abstract
Objectives We aimed to develop an ultrasound-based radiomics model to distinguish between sclerosing adenosis (SA) and invasive ductal carcinoma (IDC) to avoid misdiagnosis and unnecessary biopsies. Methods From January 2020 to March 2022, 345 cases of SA or IDC that were pathologically confirmed were included in the study. All participants underwent pre-surgical ultrasound (US), from which clinical information and ultrasound images were collected. The patients from the study population were randomly divided into a training cohort (n = 208) and a validation cohort (n = 137). The US images were imported into MaZda software (Version 4.2.6.0) to delineate the region of interest (ROI) and extract features. Intragroup correlation coefficient (ICC) was used to evaluate the consistency of the extracted features. The least absolute shrinkage and selection operator (LASSO) logistic regression and cross-validation were performed to obtain the radiomics score of the features. Based on univariate and multivariate logistic regression analyses, a model was developed. 56 cases from April 2022 to December 2022 were included for independent validation of the model. The diagnostic performance of the model and the radiomics scores were evaluated by performing the receiver operating characteristic (ROC) analysis. The calibration curve and decision curve analysis (DCA) were used for calibration and evaluation. Leave-One-Out Cross-Validation (LOOCV) was used for the stability of the model. Results Three predictors were selected to develop the model, including radiomics score, palpable mass and BI-RADS. In the training cohort, validation cohort and independent validation cohort, AUC of the model and radiomics score were 0.978 and 0.907, 0.946 and 0.886, 0.951 and 0.779, respectively. The model showed a statistically significant difference compared with the radiomics score (p<0.05). The Kappa value of the model was 0.79 based on LOOCV. The Brier score, calibration curve, and DCA showed the model had a good calibration and clinical usefulness. Conclusions The model based on radiomics, ultrasonic features, and clinical manifestations can be used to distinguish SA from IDC, which showed good stability and diagnostic performance. The model can be considered a potential candidate diagnostic tool for breast lesions and can contribute to effective clinical diagnosis.
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Affiliation(s)
| | | | | | - Yong Gao
- Department of Ultrasound, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China
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Schleder S, Jung EM, Schicho A, Schreyer AG, Habicher W, Grassinger J, Dollinger M. Efficacy and safety of ultrasound-guided core needle biopsies (US-CNBs) in cervical lymphadenopathy in patients with suspected head and neck cancer during the COVID-19 pandemic. Clin Hemorheol Microcirc 2023; 83:397-408. [PMID: 36683499 DOI: 10.3233/ch-221680] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
BACKGROUND Cervical lymphadenopathy can be benign or malignant. Its accurate diagnosis is necessary to determine appropriate treatment. Ultrasound-guided core needle biopsies (US-CNBs) are frequently used as a percutaneous sampling approach. OBJECTIVES Our aim was to identify the efficacy and safety of US-CNBs in 125 patients with cervical lymphadenopathy and clinically suspected head and neck cancer during the COVID-19 pandemic with limited surgical resources. METHODS US-CNBs of pathological lymph nodes were performed in 146 lymph nodes on 125 patients. Biopsies were performed ultrasound-guided with a reusable gun core biopsy system and a 10-cm-long 16-G needle. Standard of reference for the histological findings were panendoscopy, clinical and sonographic follow-up, surgical biopsy or a repeat US-CNB. RESULTS Adequate material for histologic diagnosis was obtained in 111 patients (89%), of these 83 patients (75%) were diagnosed as malignant, whereas benign lymphadenopathy accounted for 28 patients (25%). Therefore, US-CNB was able to identify malignant or benign lymphadenopathy with an overall accuracy of 88% and 90%, respectively. CONCLUSIONS Percutaneous US-CNB is a safe and effective alternative to surgical biopsy in the management of cervical lymphadenopathy in patients with clinically suspected head and neck cancer in a setting with limited resources.
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Affiliation(s)
- Stephan Schleder
- Department of Diagnostic and Interventional Radiology, Merciful Brothers Hospital St. Elisabeth, Straubing, Germany
| | - Ernst-Michael Jung
- Department of Radiology, University Medical Center Regensburg, Regensburg, Germany
| | - Andreas Schicho
- Department of Radiology, University Medical Center Regensburg, Regensburg, Germany
| | - Andreas G Schreyer
- Department of Diagnostic and Interventional Radiology, University Hospital Brandenburg, Brandenburg Medical School Theodor Fontane, Neuruppin, Germany
| | - Werner Habicher
- Department of Othorhinolaryngology, Merciful Brothers Hospital St. Elisabeth, Straubing, Germany
| | - Jochen Grassinger
- Department of Hematology and Oncology, Merciful Brothers Hospital St. Elisabeth, Straubing, Germany
| | - Marco Dollinger
- Department of Radiology, University Medical Center Regensburg, Regensburg, Germany
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Kaiser U, Herr W, Greiner B, Stroszczynski C, Jung EM. Mobile handheld ultrasound with VScan Air for the diagnosis of deep vein thrombosis. Clin Hemorheol Microcirc 2023; 83:149-161. [PMID: 36278343 DOI: 10.3233/ch-221598] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVE This study aimed to evaluate a new W-Lan-supported ultrasound mobile technology for the diagnosis of vascular peripheral thrombosis. MATERIAL AND METHODS Fifty patients were examined by an experienced reference sonographer using high-end technology and a W-Lan supported device (VScan Air) to evaluate its diagnostic capabilities for peripheral thrombosis. RESULTS Fifty patients were examined (age, 25-88 years; male, n = 27, female n = 23). Thromboses were diagnosed in the neck (n = 1), upper leg (n = 7), lower leg (n = 49), and muscle veins (n = 25). VScan Air technique also allows the diagnosis of circumscribed deep vein thrombosis with a sufficient diagnostic certainty. Moreover, for superficial thrombi that can be well-delineated, a maximum image quality is possible compared to high-end technology. CONCLUSION The mobile VScan technology opens up new possibilities for near-patient and location-independent imaging in cases of deep vein thrombosis.
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Affiliation(s)
- Ulrich Kaiser
- Medical Clinic and Polyclinic III, University Hospital Regensburg, Regensburg, Germany
| | - Wolfgang Herr
- Medical Clinic and Polyclinic III, University Hospital Regensburg, Regensburg, Germany
| | - Barbara Greiner
- Institute for Diagnostic Radiology and Interdisciplinary Ultrasound, University Hospital Regensburg, Regensburg, Germany
| | - Christian Stroszczynski
- Institute for Diagnostic Radiology and Interdisciplinary Ultrasound, University Hospital Regensburg, Regensburg, Germany
| | - Ernst-Michael Jung
- Institute for Diagnostic Radiology and Interdisciplinary Ultrasound, University Hospital Regensburg, Regensburg, Germany
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Kaiser U, Dropco I, Reuthner K, Ertl M, Schlitt HJ, Herr W, Stroszczynski C, Jung EM. Wireless handheld focused ultrasound in student teaching during the COVID-19 pandemic: Initial results of a pilot study1. Clin Hemorheol Microcirc 2023; 85:297-305. [PMID: 36502312 DOI: 10.3233/ch-229104] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
OBJECTIVE The study aim was to investigate the use of a novel device, the Vscan Air™, for rapidly and effectively performing ultrasound in student teaching during the COVID-19 pandemic. MATERIAL AND METHODS As part of the ultrasound practical course with integrated hands-on activity required by the regular medical curriculum, 100 medical students were instructed in the use of the Vscan Air™, including duplex mode. They then evaluated the quality of the ultrasound images obtained by the Vscan Air™ from previously selected organs. RESULTS 100 students were interviewed (female n = 68, male n = 32; age >18 years n = 100). The rated image quality never fell below a mean of 3 for the examined organs and portal vein flow (liver 4,58; spleen 3,99; kidneys 4,29; aorta 4,16; Douglas/rectovesical space 4,14; portal vein 4,43; pancreas 3,53; Focused Assessment with Sonography for Trauma 4,38). Scores below 3 were found sporadically in ultrasounds of the spleen (n = 4), kidneys (n = 3), Douglas/rectovesical space (n = 2), and pancreas (n = 15). The liver was rated the lowest for 59 ratings. The portal vein was evaluated in 68 cases. The hepatic artery and hepatic veins could be also visualized in all 68 examinations. The aorta was evaluated in 62 cases. CONCLUSION The Vscan Air™ technology offered adequate image quality and provided a new, fast and patient-oriented technique to support continuous ultrasound examinations and education of students, especially during a pandemic. Particularly noteworthy is the uncomplicated compliance with the required high level of hygiene.
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Affiliation(s)
- Ulrich Kaiser
- Medical Clinic and Polyclinic III, University Hospital Regensburg, Regensburg, Germany
| | - Ivor Dropco
- Clinic and Polyclinic for Surgery, University Hospital Regensburg, Regensburg, Germany
| | - Kathrin Reuthner
- Medical Clinic and Polyclinic III, University Hospital Regensburg, Regensburg, Germany
| | - Michael Ertl
- Department of Medical Technology, University Hospital Regensburg, Regensburg, Germany
| | - Hans Jürgen Schlitt
- Clinic and Polyclinic for Surgery, University Hospital Regensburg, Regensburg, Germany
| | - Wolfgang Herr
- Medical Clinic and Polyclinic III, University Hospital Regensburg, Regensburg, Germany
| | - Christian Stroszczynski
- Institute for Diagnostic Radiology and Interdisciplinary Ultrasound, University Hospital Regensburg, Regensburg, Germany
| | - Ernst Michael Jung
- Institute for Diagnostic Radiology and Interdisciplinary Ultrasound, University Hospital Regensburg, Regensburg, Germany
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Feng RL, Tao YP, Tan ZY, Fu S, Wang HF. Prostate sclerosing adenopathy: A clinicopathological and immunohistochemical study of twelve patients. World J Clin Cases 2022; 10:6009-6020. [PMID: 35949860 PMCID: PMC9254171 DOI: 10.12998/wjcc.v10.i18.6009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Revised: 04/19/2022] [Accepted: 04/30/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Although sclerosing adenopathy of the prostate is a very rare benign disease, an effective differential diagnosis is required. Here, we report the clinicopathological and immunohistochemical morphological features of 12 cases of sclerosing adenopathy of the prostate to improve understanding of the disease.
AIM To investigate the clinicopathological features, diagnosis, and immunohistochemical phenotypes that distinguish prostate sclerosing adenopathy from other conditions.
METHODS The clinical data, laboratory tests, pathological morphology, and immunohistochemical phenotypes of 12 cases of prostatic sclerosing adenopathy were retrospectively analyzed, and the relevant literature was reviewed.
RESULTS All patients were elderly men (mean age, 71.7 years; 62–83 years). Eleven of them had hematuria, urinary frequency, urinary urgency, difficulty in urination, and serum total prostate-specific antigen values within the normal range. One patient had increased blood pressure. Enlarged prostates with single to multiple calcifying foci were observed. Moreover, prostate tissue hyperplastic changes were observed in all patients. Small follicular hyperplastic nodules without an obvious envelope, with a growth pattern mimicking the infiltration pattern of "prostate adenocarcinoma" were noted. Basal cells expressed AR, CKH, P63, and CK5/6, and myoepithelial markers, such as calponin, S100, and smooth muscle actin. No recurrence or exacerbation of the lesions was observed, except for one case of death due to bladder cancer.
CONCLUSION Prostatic sclerosing adenopathy is highly misdiagnosed as prostate adenocarcinoma or other tumor-like lesions. Therefore, it should attract the attention of clinicopathologic researchers.
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Affiliation(s)
- Run-Lin Feng
- Department of Pathology, The Second Affiliated Hospital of Kunming Medical University, Kunming 650101, Yunnan Province, China
| | - Yan-Ping Tao
- Department of Emergency, Kunming Third People's Hospital, Kunming 650000, Yunnan Province, China
| | - Zhi-Yong Tan
- Department of Urology, The Second Affiliated Hospital of Kunming Medical University, Kunming 650101, Yunnan Province, China
| | - Shi Fu
- Department of Urology, The Second Affiliated Hospital of Kunming Medical University, Kunming 650101, Yunnan Province, China
| | - Hai-Feng Wang
- Department of Urology, The Second Affiliated Hospital of Kunming Medical University, Kunming 650101, Yunnan Province, China
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Jung EM, Dinkel J, Verloh N, Brandenstein M, Stroszczynski C, Jung F, Rennert J. Wireless point-of-care ultrasound: First experiences with a new generation handheld device. Clin Hemorheol Microcirc 2021; 79:463-474. [PMID: 34151848 PMCID: PMC8764604 DOI: 10.3233/ch-211197] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
AIM: To evaluate the diagnostic reliability of a new generation wireless point-of care ultrasound device for abdominal and thoracic findings. MATERIAL AND METHODS: 40 patients (16 females, 24 males 19 –80 years, on average 56.1 years) were scanned by an experienced examiner using the new wireless Vscan Air device for abdominal and thoracic findings. The probe frequencies were 2–5 MHz (convex probe) and 3–12 MHz for the linear probe. As a reference standard, all patients were also examined using high-end ultrasound (LOGIQ E9/LOGIQ E10). Results were interpreted independently by two examiners in consensus, also with regard to the image quality (0–4, from not assessable = 0, to excellent 4). RESULTS: In all 40 patients (100%) examination with conventional high-end ultrasound and the Vscan Air ultrasound device was feasible. Sensitivity, specificity, positive and negative predictive value for the diagnosis of abdominal and thoracic findings were 63.3%, 100%, 100%, and 40%, respectively. Most main diagnostic findings were detected using the mobile device compared to the high-end ultrasound. Limitations were found regarding characterization and classification of hepatic and renal tumorous lesions. Image quality revealed mostly minor diagnostic limitations for the mobile device, mean 2.9 (SD ± 0.300) and was excellent or with only minor diagnostic limitations for conventional high-end ultrasound, mean 3.25 (SD ± 0.438). CONCLUSION: Due to its easy application and its high diagnostic reliability, point-of-care ultrasound systems of the latest generation represent a valuable imaging method for the primary assessment of abdominal and thoracic findings, especially in patients on intensive care units or in emergency situations.
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Affiliation(s)
- E M Jung
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
| | - J Dinkel
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
| | - N Verloh
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
| | - M Brandenstein
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
| | - C Stroszczynski
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
| | - F Jung
- Institute of Biotechnology, Brandenburg University of Technology, Senftenberg, Germany
| | - J Rennert
- Institute of Diagnostic Radiology and Interdisciplinary Ultrasound Department, University Hospital, Regensburg, Germany
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