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Yang X, Li C, He R, Yang J, Sun H, Jiang T, Grzegorzek M, Li X, Liu C. CAISHI: A benchmark histopathological H&E image dataset for cervical adenocarcinoma in situ identification, retrieval and few-shot learning evaluation. Data Brief 2024; 53:110141. [PMID: 38406254 PMCID: PMC10885606 DOI: 10.1016/j.dib.2024.110141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 01/23/2024] [Accepted: 01/25/2024] [Indexed: 02/27/2024] Open
Abstract
A benchmark histopathological Hematoxylin and Eosin (H&E) image dataset for Cervical Adenocarcinoma in Situ (CAISHI), containing 2240 histopathological images of Cervical Adenocarcinoma in Situ (AIS), is established to fill the current data gap, of which 1010 are images of normal cervical glands and another 1230 are images of cervical AIS. The sampling method is endoscope biopsy. Pathological sections are obtained by H&E staining from Shengjing Hospital, China Medical University. These images have a magnification of 100 and are captured by the Axio Scope. A1 microscope. The size of the image is 3840 × 2160 pixels, and the format is ".png". The collection of CAISHI is subject to an ethical review by China Medical University with approval number 2022PS841K. These images are analyzed at multiple levels, including classification tasks and image retrieval tasks. A variety of computer vision and machine learning methods are used to evaluate the performance of the data. For classification tasks, a variety of classical machine learning classifiers such as k-means, support vector machines (SVM), and random forests (RF), as well as convolutional neural network classifiers such as Residual Network 50 (ResNet50), Vision Transformer (ViT), Inception version 3 (Inception-V3), and Visual Geometry Group Network 16 (VGG-16), are used. In addition, the Siamese network is used to evaluate few-shot learning tasks. In terms of image retrieval functions, color features, texture features, and deep learning features are extracted, and their performances are tested. CAISHI can help with the early diagnosis and screening of cervical cancer. Researchers can use this dataset to develop new computer-aided diagnostic tools that could improve the accuracy and efficiency of cervical cancer screening and advance the development of automated diagnostic algorithms.
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Affiliation(s)
- Xinyi Yang
- Microscopic Image and Medical Image Analysis Group, College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning 110167, China
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, Liaoning 110167, China
| | - Chen Li
- Microscopic Image and Medical Image Analysis Group, College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning 110167, China
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, Liaoning 110167, China
| | - Ruilin He
- Microscopic Image and Medical Image Analysis Group, College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning 110167, China
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, Liaoning 110167, China
| | - Jinzhu Yang
- Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, Liaoning 110167, China
| | - Hongzan Sun
- Shengjing Hospital of China Medical University, Shenyang, Liaoning 110001, China
| | - Tao Jiang
- School of Intelligent Medicine, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan 610075, China
- International Joint Institute of Robotics and Intelligent Systems, Chengdu University of Information Technology, Chengdu, Sichuan 610225, China
| | - Marcin Grzegorzek
- Institute for Medical Informatics, University of Luebeck Ratzeburger Allee, Luebeck 160 23538, Federal Repulic of Germany
- Department of Knowledge Engineering, University of Economics in Katowice, Katowice 50 40-287, Poland
| | - Xiaohan Li
- Shengjing Hospital of China Medical University, Shenyang, Liaoning 110001, China
| | - Chang Liu
- Shengjing Hospital of China Medical University, Shenyang, Liaoning 110001, China
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Bruno MT, Valenti G, Cassaro N, Palermo I, Incognito GG, Cavallaro AG, Sgalambro F, Panella MM, Mereu L. The Coexistence of Cervical Intraepithelial Neoplasia (CIN3) and Adenocarcinoma In Situ (AIS) in LEEP Excisions Performed for CIN3. Cancers (Basel) 2024; 16:847. [PMID: 38473209 DOI: 10.3390/cancers16050847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 02/13/2024] [Accepted: 02/19/2024] [Indexed: 03/14/2024] Open
Abstract
The purpose of this study was to evaluate the incidence of AIS and AC in the histological cone of women treated for CIN3. Furthermore, through the study of the specific HR HPV genotypes, we obtained more information on the possible different nature between the single CIN3 lesion and the CIN3 coexisting with the glandular lesion. METHODS A sample of 414 women underwent LEEP for CIN3. The study sample consisted of 370 women with a CIN3 lesion alone and 44 women with a CIN3 lesion coexisting with AIS or adenocarcinoma. We studied the individual HR HPV genotypes and their frequency in the two groups under study. Furthermore, the therapeutic results and follow-ups for the population were studied on the entire study sample. RESULTS In patients with a single CIN3 lesion, 11 high-risk genotypes were detected; in patients with CIN3 associated with AIS or AC, only 4 different genotypes were detected (16, 18, 45, 33). Overall, the frequency of HPV 18 was significantly higher in CIN3 coexisting with AIS compared to solitary CIN3 lesions, χ2 = 27.73 (p < 0.001), while the frequency of other high-risk genotypes was significantly higher in patients with a single CIN3 than in patients with CIN3 coexisting with AIS. In our study population, mixed lesions (CIN3 coexisting with AIS), unlike their squamous counterparts (single CIN3 lesions), were characterized by skip lesions, which demonstrate more aggressive behavior and a higher rate of viral persistence and recurrence. CONCLUSION A relatively high rate (10.7%) of AIS-AC was found in women treated for CIN3. Our study confirms the multifocal biological nature of the CIN3 lesion coexisting with AIS compared to the single CIN3 lesion. All this justifies the different treatments to which CIN3 lesions coexisting with AIS are addressed; in fact, the latter are treated with hysterectomy, while CIN3 is treated with conization alone.
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Affiliation(s)
- Maria Teresa Bruno
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
- Multidisciplinary Research Center in Papillomavirus Pathology, Chirmed, University of Catania, 95100 Catania, Italy
| | - Gaetano Valenti
- Multidisciplinary Research Center in Papillomavirus Pathology, Chirmed, University of Catania, 95100 Catania, Italy
- Humanitas Medical Care, Gynaecologic Oncology Unit, 95125 Catania, Italy
| | - Nazario Cassaro
- Multidisciplinary Research Center in Papillomavirus Pathology, Chirmed, University of Catania, 95100 Catania, Italy
- Humanitas Medical Care, Gynaecologic Oncology Unit, 95125 Catania, Italy
| | - Ilenia Palermo
- Virology Unit, Rodolico Polyclinic, 95123 Catania, Italy
| | - Giosuè Giordano Incognito
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
| | - Antonino Giovanni Cavallaro
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
| | - Francesco Sgalambro
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
| | - Marco Marzio Panella
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
- Multidisciplinary Research Center in Papillomavirus Pathology, Chirmed, University of Catania, 95100 Catania, Italy
| | - Liliana Mereu
- Gynecology and Obstetrics Unit, Department of General Surgery and Medical-Surgical Specialty, Rodolico University Hospital, University of Catania, 95123 Catania, Italy
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Li Y, Gong YX, Wang Q, Gao S, Zhang H, Xie F, Cong Q, Chen L, Zhou Q, Hong Z, Qiu L, Li F, Xie Y, Sui L. Optimizing the Detection of Occult Cervical Cancer: A Prospective Multicentre Study in China. Int J Womens Health 2021; 13:1005-1015. [PMID: 34737649 PMCID: PMC8558636 DOI: 10.2147/ijwh.s329129] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Accepted: 10/08/2021] [Indexed: 11/23/2022] Open
Abstract
Purpose Early-stage cervical cancer is usually diagnosed by colposcopy-directed biopsy (CDB) and/or endocervical curettage (ECC), but some neglected lesions must be detected by conization because they are occult. This study aimed to explore the optimal method for detecting these "occult" cervical cancers. Patients and Methods A total of 1299 patients who were high-risk for early-stage cervical cancer from five centres in China were prospectively included. We evaluated the diagnostic performance of cytology, HPV testing, colposcopy and CDB&ECC for detecting "occult" cervical cancer and discussed the diagnostic importance of transformation zone (TZ) type, conization length and the proportion of cervical cone excision. Results The diagnostic agreement between colposcopy impression and conization was 64.5% and 72.4% between CDB&ECC and conization. Forty-two patients were finally diagnosed with pathologic cancer, and the sensitivities of cytology, colposcopy, CDB&ECC were 4.8%, 7.1%, and 47.4%, respectively. Twenty cases were neglected by CDB&ECC but further diagnosed as cancer by conization, considered to be occult cervical cancer, accounting for 1.6%. Cytologic high-grade squamous intraepithelial lesion (HSIL)+, positive HPV, biopsy HSIL+ and cervical TZ type 3 were considered risk factors for developing HSIL+, while colposcopy impression HSIL+ was not. There was a significant difference between cancerous and HSIL patients in the proportion of cervical cone excision (P<0.001), which was recognized as a risk factor (P<0.001) for detecting cancer, while the length of cervical cone excision was not. The average proportion was 0.62, and the minimal effective proportion was 0.56. Conclusion Since the incidence of occult cervical cancer neglected by CDB&ECC, colposcopy and cytology was far beyond expectations, conization is necessary, especially in patients with TZ type 3, high-grade cytology and biopsy results. As the cervical length varies in patients, the proportion of cervical cone excision might be a better indicator for detecting occult cervical cancer.
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Affiliation(s)
- Yanyun Li
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Ying-Xin Gong
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Qing Wang
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Shujun Gao
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Hongwei Zhang
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Feng Xie
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Qing Cong
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Limei Chen
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Qi Zhou
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Zubei Hong
- Department of Gynecology and Obstetrics, Renji Hospital of Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Lihua Qiu
- Department of Gynecology and Obstetrics, Renji Hospital of Shanghai Jiao Tong University School of Medicine, Shanghai, People's Republic of China
| | - Fang Li
- Department of Gynecology and Obstetrics, Shanghai Dongfang Hospital of Tongji University, Shanghai, People's Republic of China
| | - Yu Xie
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
| | - Long Sui
- Department of Gynecology and Obstetrics, Obstetrics and Gynecology Hospital of Fudan University, Shanghai, People's Republic of China
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Nikolopoulos M, Athanasias P, Godfrey MAL, Nikolopoulos K, Maheshwari MK. Cervical glandular neoplasia referrals and the diagnosis of adenocarcinoma in situ: Correlating cytology, colposcopy findings, and clinical outcomes. Cytopathology 2021; 32:751-757. [PMID: 34181788 DOI: 10.1111/cyt.13027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 05/10/2021] [Accepted: 06/20/2021] [Indexed: 11/30/2022]
Abstract
OBJECTIVES To determine the clinical outcomes of women with possible glandular neoplasia of endocervical type on cervical cytology, and review all diagnoses of cervical adenocarcinoma in situ (AIS) over a 5 year period at our institution. STUDY DESIGN A retrospective case-note review was conducted of all women referred to colposcopy with possible glandular neoplasia of endocervical type on cervical cytology or diagnosed with cervical AIS after biopsy or excision, from January 2014 until December 2018 in a London district hospital. RESULTS Of 55 women referred with possible glandular neoplasia of endocervical type, 47 (85.4%) had a significant pathology on histopathological analysis: AIS (n = 22); invasive cancer (n = 7); high-grade cervical intraepithelial neoplasia (n = 18). Women with a history of borderline abnormality on cervical cytology within the last 5 years were significantly more likely to be diagnosed with AIS or invasive cancer (P < .05). For the same period 49 women had histologically proven AIS. Among these 22 (44.8%) were referred as possible cervical glandular intraepithelial neoplasia. Other reasons for referral were the following indications: borderline dyskaryosis (n = 13); high-grade dyskaryosis (n = 8); low-grade dyskaryosis (n = 4); postcoital bleeding (n = 2). CONCLUSION Due to the raised risk of significant gynaecological pathology in women with possible glandular neoplasia of endocervical type on cervical cytology, excisional biopsy is essential. Colposcopic impression varies significantly and complete excision of the abnormal lesions should be achieved. AIS is a histological diagnosis and should always be considered during colposcopical and cytopathological assessment.
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Affiliation(s)
- Manolis Nikolopoulos
- St Helier Hospital, Epsom and St Helier University Hospitals & NHS Trust, Carshalton, UK
| | - Pandelis Athanasias
- St Helier Hospital, Epsom and St Helier University Hospitals & NHS Trust, Carshalton, UK
| | | | - Kostis Nikolopoulos
- St Helier Hospital, Epsom and St Helier University Hospitals & NHS Trust, Carshalton, UK
| | - Manish K Maheshwari
- St Helier Hospital, Epsom and St Helier University Hospitals & NHS Trust, Carshalton, UK
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Cuello MA, Espinosa ME, Orlandini EJ, Hwang DY. The value of endocervical curettage during loop electrosurgical excision procedures in predicting persistent/recurrent preinvasive cervical disease. Int J Gynaecol Obstet 2018; 141:337-343. [DOI: 10.1002/ijgo.12480] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2017] [Revised: 12/18/2017] [Accepted: 03/01/2018] [Indexed: 11/08/2022]
Affiliation(s)
- Mauricio A. Cuello
- Division of Obstetrics and Gynecology; School of Medicine; Faculty of Medicine; Pontificia Universidad Católica de Chile; Santiago Chile
| | - María E. Espinosa
- Division of Obstetrics and Gynecology; School of Medicine; Faculty of Medicine; Pontificia Universidad Católica de Chile; Santiago Chile
| | - Elisa J. Orlandini
- Division of Obstetrics and Gynecology; School of Medicine; Faculty of Medicine; Pontificia Universidad Católica de Chile; Santiago Chile
| | - Du Y. Hwang
- Division of Obstetrics and Gynecology; School of Medicine; Faculty of Medicine; Pontificia Universidad Católica de Chile; Santiago Chile
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Cervical Excision Procedure: A Trend of Decreasing Length of Excision Observed in a Multicenter Survey. J Low Genit Tract Dis 2017; 21:279-283. [DOI: 10.1097/lgt.0000000000000340] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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