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Yue Z, Ding S, Li X, Yang S, Zhang Y. Automatic Acetowhite Lesion Segmentation via Specular Reflection Removal and Deep Attention Network. IEEE J Biomed Health Inform 2021; 25:3529-3540. [PMID: 33684051 DOI: 10.1109/jbhi.2021.3064366] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Automatic acetowhite lesion segmentation in colposcopy images (cervigrams) is essential in assisting gynecologists for the diagnosis of cervical intraepithelial neoplasia grades and cervical cancer. It can also help gynecologists determine the correct lesion areas for further pathological examination. Existing computer-aided diagnosis algorithms show poor segmentation performance because of specular reflections, insufficient training data and the inability to focus on semantically meaningful lesion parts. In this paper, a novel computer-aided diagnosis algorithm is proposed to segment acetowhite lesions in cervigrams automatically. To reduce the interference of specularities on segmentation performance, a specular reflection removal mechanism is presented to detect and inpaint these areas with precision. Moreover, we design a cervigram image classification network to classify pathology results and generate lesion attention maps, which are subsequently leveraged to guide a more accurate lesion segmentation task by the proposed lesion-aware convolutional neural network. We conducted comprehensive experiments to evaluate the proposed approaches on 3045 clinical cervigrams. Our results show that our method outperforms state-of-the-art approaches and achieves better Dice similarity coefficient and Hausdorff Distance values in acetowhite legion segmentation.
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MiR-29a inhibits cell proliferation and migration by targeting the CDC42/PAK1 signaling pathway in cervical cancer. Anticancer Drugs 2020; 30:579-587. [PMID: 30724771 DOI: 10.1097/cad.0000000000000743] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Cervical cancer is the second most common gynecological malignancy worldwide and the tumorigenesis mechanisms of cervical cancer are still unclear. This study aimed to reveal the role of miR-29a in cervical cancer. The expression level of miR-29a and CDC42 was measured using qRT-PCR. Cell proliferation, apoptosis, migration, and invasion were detected using colony formation, flow cytometry analysis, wound-healing assay, and Transwell assay, respectively. Luciferase reporter assay was used to determine the binding of miR-29a with CDC42. CDC42/p21-activated kinase 1 (PAK1) pathway-related proteins were measured by western blotting. MiR-29a was downregulated and CDC42 was upregulated in cervical cancer cells. Luciferase reporter assay showed that miR-29a negatively regulated the expression of CDC42 by directly targeting 3'-UTR of CDC42. Cell proliferation, migration, and invasion were markedly inhibited, whereas cell apoptosis was significantly increased in Hela and CaSki cells transfected with miR-29a mimics. These effects were partly recovered by CDC42 overexpression. Protein levels of PAK1, p-PAK1, p-LIMK, and p-cofilin were significantly downregulated by miR-29a mimics, which was reversed by CDC42 overexpression and was increased by the miR-29a inhibitor. MiR-29a inhibited cell proliferation, migration, and invasion, as well as promoted cell apoptosis through repressing the PAK1/LIMK signaling pathway by targeting CDC42 in cervical cancer.
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Yue Z, Ding S, Zhao W, Wang H, Ma J, Zhang Y, Zhang Y. Automatic CIN Grades Prediction of Sequential Cervigram Image Using LSTM With Multistate CNN Features. IEEE J Biomed Health Inform 2020; 24:844-854. [DOI: 10.1109/jbhi.2019.2922682] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Löfgren L, Eloranta S, Krawiec K, Asterkvist A, Lönnqvist C, Sandelin K. Validation of data quality in the Swedish National Register for Breast Cancer. BMC Public Health 2019; 19:495. [PMID: 31046737 PMCID: PMC6498669 DOI: 10.1186/s12889-019-6846-6] [Citation(s) in RCA: 69] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2018] [Accepted: 04/17/2019] [Indexed: 11/18/2022] Open
Abstract
Background The National Breast Cancer Register (NBCR) of Sweden was launched in 2008 and is used for quality assurance, benchmarking, and research. Its three reporting forms encompass Notification, Adjuvant therapy and Follow-up. Target levels are set by national and international guidelines. This national validation assessed data quality of the register. Methods Data recorded through the Notification form were evaluated for completeness, timeliness, comparability and validity. Completeness was assessed by cross-linkage to the Swedish Cancer Register (SCR). Comparability was analyzed by comparing registration routines in NBCR with national and international guidelines. Timeliness was defined as the difference between the earliest date of diagnosis and the reporting date to NBCR. Validity was assessed by re-abstraction of medical chart data for 800 randomly selected patients diagnosed in 2013. Results The completeness of the NBCR was high with a coverage across regions and years (2010–2014) of 99.9%. Of all incident cases reported to the NBCR in 2013 (N = 8654), 98.5% were included within 12 months and differences between health regions were essentially negligible. Coding procedures followed guidelines and were uniformly adhered to. The proportion of missing values was < 5% for most variables and reported information generally had high exact agreement (> 90%). Conclusions Completeness of data, comparability and agreement in the NBCR was high. For clinical quality purposes and benchmarking, improved timeliness is warranted. Assessment of validity has resulted in a thorough review of all variables included in the Notification form with clarifications and revision of selected variables.
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Affiliation(s)
- Lars Löfgren
- Department of Surgery, S:t Görans Hospital, SE-11281, Stockholm, Sweden.
| | | | - Kamilla Krawiec
- Regional Cancer Centre Stockholm - Gotland, Stockholm, Sweden
| | | | | | - Kerstin Sandelin
- Department of Molecular Medicine and Surgery Karolinska Institutet, Stockholm, Sweden
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Molina Y, San Miguel C, Sanz S, San Miguel L, Rankin K, Handler A. Adapting to a Shifting Health Care Landscape: Illinois Breast and Cervical Cancer Program Lead Agencies' Perspectives. Health Promot Pract 2018; 20:600-607. [PMID: 29759013 DOI: 10.1177/1524839918776012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Understanding how safety net programs adapt to systemic health care changes is pivotal for creating feasible recommendations for policy implementation. This study characterizes perspectives of Lead Agency (LA) coordinators of the Illinois Breast and Cervical Cancer Program (IBCCP) in response to sociopolitical changes at state and national levels. Our cross-sectional study included 29 semistructured telephone interviews between December 2015 and January 2016. Respondents indicated some changes in the priority population served, changes in referrals and clinical services, and, a continued commitment to IBCCP. Our findings suggest that IBCCP and other safety net programs will need to be flexible to meet the ongoing needs of historically vulnerable populations in a complex, shifting environment. Implications for public health practice and policy include the need to ensure that program personnel are aware of evidence-based strategies to reach different priority populations and are kept abreast of organizational and system changes that may affect referral patterns as well as the need to educate health care providers working with safety net programs about changes in the delivery and coordination of services.
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Affiliation(s)
- Yamile Molina
- 1 University of Illinois at Chicago, Chicago, IL, USA
| | | | - Stephanie Sanz
- 2 California Department of Public Health, San Diego, CA, USA
| | | | | | - Arden Handler
- 1 University of Illinois at Chicago, Chicago, IL, USA
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Senkomago V, Royalty J, Miller JW, Buenconsejo-Lum LE, Benard VB, Saraiya M. Cervical cancer screening in the National Breast and Cervical Cancer Early Detection Program (NBCCEDP) in four US-Affiliated Pacific Islands between 2007 and 2015. Cancer Epidemiol 2017; 50:260-267. [PMID: 29120834 PMCID: PMC5739878 DOI: 10.1016/j.canep.2017.04.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Revised: 04/21/2017] [Accepted: 04/23/2017] [Indexed: 10/18/2022]
Abstract
BACKGROUND Cervical cancer incidence in the US-Affiliated Pacific Islands (USAPIs) is double that of the US mainland. American Samoa, Commonwealth of Northern Mariana Islands (CNMI), Guam and the Republic of Palau receive funding from the Centers for Disease Control (CDC) National Breast and Cervical Cancer Early Detection Program (NBCCEDP) to implement cervical cancer screening to low-income, uninsured or under insured women. The USAPI grantees report data on screening and follow-up activities to the CDC. MATERIALS AND METHODS We examined cervical cancer screening and follow-up data from the NBCCEDP programs in the four USAPIs from 2007 to 2015. We summarized screening done by Papanicolaou (Pap) and oncogenic human papillomavirus (HPV) tests, follow-up and diagnostic tests provided, and histology results observed. RESULTS A total of 22,249 Pap tests were conducted in 14,206 women in the four USAPIs programs from 2007-2015. The overall percentages of abnormal Pap results (low-grade squamous intraepithelial lesions or worse) was 2.4% for first program screens and 1.8% for subsequent program screens. Histology results showed a high proportion of cervical intraepithelial neoplasia grade 2 or worse (57%) among women with precancers and cancers. Roughly one-third (32%) of Pap test results warranting follow-up had no data recorded on diagnostic tests or follow-up done. CONCLUSION This is the first report of cervical cancer screening and outcomes of women served in the USAPI through the NBCCEDP with similar results for abnormal Pap tests, but higher proportion of precancers and cancers, when compared to national NBCCEDP data. The USAPI face significant challenges in implementing cervical cancer screening, particularly in providing and recording data on diagnostic tests and follow-up. The screening programs in the USAPI should further examine specific barriers to follow-up of women with abnormal Pap results and possible solutions to address them.
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Affiliation(s)
- Virginia Senkomago
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, United States.
| | - Janet Royalty
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, United States
| | - Jacqueline W Miller
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, United States
| | - Lee E Buenconsejo-Lum
- Department of Family Medicine and Community Health, Pacific Regional Cancer Programs, John A. Burns School of Medicine, University of Hawaii, Honolulu, HI, United States
| | - Vicki B Benard
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, United States
| | - Mona Saraiya
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, Atlanta, GA, United States
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Cook LS, Pestak CR, Leung AC, Steed H, Nation J, Swenerton K, Gallagher R, Magliocco A, Köbel M, Brooks-Wilson A, Le N. Combined oral contraceptive use before the first birth and epithelial ovarian cancer risk. Br J Cancer 2016; 116:265-269. [PMID: 27959890 PMCID: PMC5243988 DOI: 10.1038/bjc.2016.400] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Revised: 10/31/2016] [Accepted: 11/06/2016] [Indexed: 01/25/2023] Open
Abstract
Background: Combined oral contraceptive (COC) use reduces epithelial ovarian cancer (EOC) risk. However, little is known about risk with COC use before the first full-term pregnancy (FFTP). Methods: This Canadian population-based case–control study (2001–2012) included 854 invasive cases/2139 controls aged ⩾40 years who were parous and had information on COC use. We estimated odds ratios (aORs) and 95% confidence intervals (CI) adjusted for study site, age, parity, breastfeeding, age at FFTP, familial breast/ovarian cancer, tubal ligation, and body mass. Results: Among parous women, per year of COC use exclusively before the FFTP was associated with a 9% risk reduction (95% CI=0.86–0.96). Results were similar for high-grade serous and endometrioid/clear cell EOC. In contrast, per year of use exclusively after the FFTP was not associated with risk (aOR=0.98, 95% CI=0.95–1.02). Conclusions: Combined oral contraceptive use before the FFTP may provide a risk reduction that remains for many years, informing possible prevention strategies.
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Affiliation(s)
- Linda S Cook
- Division of Epidemiology, Biostatistics and Preventive Medicine, Department of Internal Medicine and UNM Comprehensive Cancer Center, University of New Mexico, MSC 10 5550, 1 UNM, Albuquerque, NM 87131, USA.,University of Calgary, Department of Community Health Sciences, Alberta Health Services, Calgary, Alberta, Canada
| | - Claire R Pestak
- UNM Comprehensive Cancer Center, University of New Mexico, MSC 07-4025, 1 UNM, Albuquerque, NM 87131, USA
| | - Andy Cy Leung
- Cancer Control Research, BC Cancer Research Centre, 675W. 10th Avenue, Vancouver, British Columbia V5Z 1L3, Canada
| | - Helen Steed
- Obstetrics and Gynecology, University of Alberta, 10240 Kingsway Avenue, Edmonton, Alberta T5H 3V9, Canada
| | - Jill Nation
- Department of Oncology and Obstetrics and Gynecology, Cumming School of Medicine, University of Calgary, 1331 29th Street NW, Calgary, Alberta T2N 4N2, Canada
| | - Kenneth Swenerton
- Medical Oncology, BC Cancer Agency, Vancouver Centre, 600 West 10th Avenue, Vancouver, British Columbia V5Z 4E6, Canada
| | - Richard Gallagher
- Cancer Control Research, BC Cancer Research Centre, 675W. 10th Avenue, Vancouver, British Columbia V5Z 1L3, Canada
| | - Anthony Magliocco
- Department of Anatomic Pathology, H Lee Moffitt Cancer Center, 12902 USF Magnolia Drive, Tampa, FL 33612, USA
| | - Martin Köbel
- Pathology and Laboratory Medicine, Cumming School of Medicine, University of Calgary, 2AA-07, 3280 Hospital Dr NW, Calgary, Alberta T2N 2Z6, Canada
| | - Angela Brooks-Wilson
- Canada's Michael Smith Genome Sciences Centre, BC Cancer Agency, 675 West 10th Ave, Vancouver, British Columbia V5Z 1L3, Canada.,Department of Biomedical Physiology and Kinesiology, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Nhu Le
- Cancer Control Research, BC Cancer Research Centre, 675W. 10th Avenue, Vancouver, British Columbia V5Z 1L3, Canada
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Katz ML, Reiter PL, Young GS, Pennell ML, Tatum CM, Paskett ED. Adherence to Multiple Cancer Screening Tests among Women Living in Appalachia Ohio. Cancer Epidemiol Biomarkers Prev 2015; 24:1489-94. [PMID: 26282630 DOI: 10.1158/1055-9965.epi-15-0369] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2015] [Accepted: 07/28/2015] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND There is a lack of information about the correlates of completing all three cancer screening tests among women living in Appalachia. METHODS Cross-sectional telephone interviews were conducted (April-September 2013) among women (n = 637) ages 51 to 75 years from 12 Appalachia Ohio counties. Outcomes of within screening guidelines were verified by medical records. Multivariable logistic regression models identified correlates of being within guidelines for all three cancer screening tests. RESULTS Screening rates included mammography (32.1%), Pap test (36.1%), and a colorectal cancer test (30.1%). Only 8.6% of women were within guidelines for all tests. Having had a check-up in the past 2 years and having received a screening recommendation were significantly related to being within guidelines for all three tests (P < 0.01). Participants with higher annual household incomes [$60,000+; OR, 3.53; 95% confidence interval (CI), 1.49-8.33] and conditions requiring regular medical visits (OR, 3.16; 95% CI, 1.29-7.74) were more likely to be within guidelines for all three screening tests. CONCLUSION Less than 10% of women had completed screening within guidelines for all three screening tests. Regular contact with the health care system and higher incomes were significant predictors of being within guidelines. IMPACT Within guidelines rates for the three recommended cancer screening tests are low among women in Appalachia Ohio. This finding illustrates the need for innovative interventions to improve rates of multiple cancer screening tests.
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Affiliation(s)
- Mira L Katz
- College of Public Health, The Ohio State University, Columbus, Ohio. Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio. College of Medicine, The Ohio State University, Columbus, Ohio.
| | - Paul L Reiter
- College of Public Health, The Ohio State University, Columbus, Ohio. Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio. College of Medicine, The Ohio State University, Columbus, Ohio
| | - Gregory S Young
- Center for Biostatistics, The Ohio State University, Columbus, Ohio
| | - Michael L Pennell
- College of Public Health, The Ohio State University, Columbus, Ohio. Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Cathy M Tatum
- Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio
| | - Electra D Paskett
- College of Public Health, The Ohio State University, Columbus, Ohio. Comprehensive Cancer Center, The Ohio State University, Columbus, Ohio. College of Medicine, The Ohio State University, Columbus, Ohio
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Ryerson AB, Miller J, Eheman CR. Reported breast symptoms in the National Breast and Cervical Cancer Early Detection Program. Cancer Causes Control 2015; 26:733-40. [PMID: 25754109 DOI: 10.1007/s10552-015-0544-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2014] [Accepted: 02/24/2015] [Indexed: 12/01/2022]
Abstract
PURPOSE The frequency and types of breast symptoms reported by women in the National Breast and Cervical Cancer Early Detection Program (NBCCEDP) have never been characterized. This study aims to establish the frequency of reported symptoms and the diagnostic outcomes associated with reported symptoms. METHODS We examined the frequency of symptoms reported prior to mammography using medical record abstraction data from women in the NBCCEDP. We also calculated adjusted odds ratios (aOR) of having an abnormal mammogram, an abnormal clinical breast examination, or a final diagnosis of breast cancer by symptoms, compared to asymptomatic women. RESULTS In our sample of women, 10.3 % reported at least one symptom. Women with symptoms were younger and more likely to be non-Hispanic white. Among those reporting symptoms, breast lump (31.7 %) and pain or tenderness (49.3 %) was most common. A relatively low proportion of women with symptoms were diagnosed with in situ (0.9 %) or invasive breast cancer (4.3 %). However, a self-reported breast lump [aOR 13.7; 95 % confidence interval (CI) 7.8-24.1], inflammation or changes to the skin/nipple (aOR 27.8; 95 % CI 8.7-88.8), and other or unspecified symptoms (aOR 3.4; 95 % CI 2.1-7.5) were associated with an increased risk of invasive breast cancer. CONCLUSIONS Although the prevalence of breast cancer among women reporting symptoms is relatively low, knowing which symptoms carry the highest breast cancer risk is important to assist in appropriate diagnostic workup.
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Affiliation(s)
- A Blythe Ryerson
- Division of Cancer Prevention and Control, Centers for Disease Control and Prevention, 4770 Buford Highway NE, F-76, Atlanta, GA, 30341, USA,
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Yancy B, Royalty JE, Marroulis S, Mattingly C, Benard VB, DeGroff A. Using data to effectively manage a national screening program. Cancer 2014; 120 Suppl 16:2575-83. [PMID: 25099900 DOI: 10.1002/cncr.28821] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2014] [Revised: 03/14/2014] [Accepted: 03/14/2014] [Indexed: 11/11/2022]
Abstract
The National Breast and Cervical Cancer Early Detection Program (NBCCEDP) of the Centers for Disease Control and Prevention (CDC) is implemented through cooperative agreements with state health departments, US territories, and tribal health organizations (grantees). Grantees typically contract with clinicians and other providers to deliver breast and cervical cancer screening and diagnostic services. As required by the CDC, grantees report biannually a subset of patient and clinical level program data known as the Minimum Data Elements. Rigorous processes are in place to ensure the completeness and quality of program data collection. In this article, the authors describe the NBCCEDP data-collection processes and data management system and discusses how data are used for 1) program monitoring and improvement, 2) evaluation and research, and 3) policy development and analysis. They also provide 2 examples of how grantees use data to improve their performance.
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Affiliation(s)
- Brandie Yancy
- Division of Cancer Prevention and Control, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, Atlanta, Georgia
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