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Ahmed S, Elazab N, El-Gayar MM, Elmogy M, Fouda YM. Multi-Scale Vision Transformer with Optimized Feature Fusion for Mammographic Breast Cancer Classification. Diagnostics (Basel) 2025; 15:1361. [PMID: 40506933 PMCID: PMC12155438 DOI: 10.3390/diagnostics15111361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2025] [Revised: 05/25/2025] [Accepted: 05/25/2025] [Indexed: 06/16/2025] Open
Abstract
Background: Breast cancer remains one of the leading causes of mortality among women worldwide, highlighting the critical need for accurate and efficient diagnostic methods. Methods: Traditional deep learning models often struggle with feature redundancy, suboptimal feature fusion, and inefficient selection of discriminative features, leading to limitations in classification performance. To address these challenges, we propose a new deep learning framework that leverages MAX-ViT for multi-scale feature extraction, ensuring robust and hierarchical representation learning. A gated attention fusion module (GAFM) is introduced to dynamically integrate the extracted features, enhancing the discriminative power of the fused representation. Additionally, we employ Harris Hawks optimization (HHO) for feature selection, reducing redundancy and improving classification efficiency. Finally, XGBoost is utilized for classification, taking advantage of its strong generalization capabilities. Results: We evaluate our model on the King Abdulaziz University Mammogram Dataset, categorized based on BI-RADS classifications. Experimental results demonstrate the effectiveness of our approach, achieving 98.2% for accuracy, 98.0% for precision, 98.1% for recall, 98.0% for F1-score, 98.9% for the area under the curve (AUC), and 95% for the Matthews correlation coefficient (MCC), outperforming existing state-of-the-art models. Conclusions: These results validate the robustness of our fusion-based framework in improving breast cancer diagnosis and classification.
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Affiliation(s)
- Soaad Ahmed
- Computer Science Division, Mathematics Department, Faculty of Science, Mansoura University, Mansoura 35516, Egypt; (S.A.); (Y.M.F.)
| | - Naira Elazab
- Information Technology Department, Faculty of Computers and Information, Mansoura University, Mansoura 35516, Egypt;
| | - Mostafa M. El-Gayar
- Information Technology Department, Faculty of Computers and Information, Mansoura University, Mansoura 35516, Egypt;
- Department of Computer Science, Arab East Colleges, Riyadh 11583, Saudi Arabia
| | - Mohammed Elmogy
- Information Technology Department, Faculty of Computers and Information, Mansoura University, Mansoura 35516, Egypt;
| | - Yasser M. Fouda
- Computer Science Division, Mathematics Department, Faculty of Science, Mansoura University, Mansoura 35516, Egypt; (S.A.); (Y.M.F.)
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Maleki A, Ahadinezhad B, Alizadeh A, Khosravizadeh O. Barriers and facilitators of pap-smear test uptake in Asia: a systematic review. BMC Public Health 2025; 25:1961. [PMID: 40426094 PMCID: PMC12107982 DOI: 10.1186/s12889-025-22876-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2024] [Accepted: 04/22/2025] [Indexed: 05/29/2025] Open
Abstract
BACKGROUND In addition to the establishment of screening procedures, it is important to identify the barriers and facilitators for promoting preventive behavior. Many studies have been conducted in the field of investigating the factors affecting Pap smear test uptake and the barriers related to it. However, a systematic approach is still needed. Therefore, this present study was conducted with the aim of systematically reviewing the barriers and facilitators of Pap smear test uptake in Asia. METHODS To collect the data, searches were performed in PubMed, WOS, ProQuest, Scopus and Cochrane databases from January 1, 2018 to January 15, 2025. Two people separately and independently evaluated the quality of the studies by Newcastle-Ottawa Scale. To conceptualize influential factors, barriers and facilitators of Pap-smear test uptake among Asian women, a theoretical thematic analysis was applied. RESULTS A search yielded 4057 records, of which 44 documents discussing the determinants, barriers, and facilitators of Pap smear uptake were included in the review. There were economic, social, awareness, test and provider characteristics, and lifestyle and health behaviors dimensions in both categories of barriers and facilitators. In addition, two religious and psychological dimensions were included in the barriers category. In total, 55 components representing barriers and 51 components representing facilitators were identified. CONCLUSION To improve Pap smear uptake, implement financial assistance and comprehensive insurance coverage. Enhance community engagement through outreach and support groups, provide counseling, and create positive messaging. Increase accessibility with mobile clinics, flexible hours, and train providers. Promote health education and offer incentives to motivate women to participate in screenings.
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Affiliation(s)
- Aisa Maleki
- Department of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, Tehran, Iran
| | - Bahman Ahadinezhad
- Social Determinants of Health Research Center, Research Institute for Prevention of Non-Communicable Diseases, Qazvin University of Medical Sciences, Qazvin, Iran
| | - Ahad Alizadeh
- Social Determinants of Health Research Center, Research Institute for Prevention of Non-Communicable Diseases, Qazvin University of Medical Sciences, Qazvin, Iran
| | - Omid Khosravizadeh
- Social Determinants of Health Research Center, Research Institute for Prevention of Non-Communicable Diseases, Qazvin University of Medical Sciences, Qazvin, Iran.
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Rahman MM, Rahman MS, Islam MR, Gilmour S, Haruyama R, Budukh A, Shankar A, Mishra G, Mehrotra R, Matsuda T, Inoue M, Abe SK. Regional Variations and Inequalities in Testing for Early Detection of Breast and Cervical Cancer: Evidence From a Nationally Representative Survey in India. J Epidemiol 2025; 35:129-140. [PMID: 39245580 PMCID: PMC11821381 DOI: 10.2188/jea.je20240065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 07/25/2024] [Indexed: 09/10/2024] Open
Abstract
BACKGROUND The burden of cancer in India has been rising, yet testing for early detection remains low. This study explored inequalities in the uptake of breast cancer (BC) examination and cervical cancer (CC) among Indian women, focusing on socioeconomic, regional, and educational differences. METHODS Data from the 2019-21 National Family Health Survey (n = 353,518) were used to assess the uptake of BC examination and CC testing. Inequalities were quantified using the slope index of inequality (SII), relative index of inequality (RII), and relative concentration index (RCI). SII measured absolute inequality, while RII and RCI assessed relative inequality between disadvantaged and advantaged groups. RESULTS The ever uptake of tests for early detection of BC and CC were low at 9 and 20 per 1,000 women, respectively. Higher uptake was observed among women from the richest households compared to the poorest (SII: 1.1 for BC and 1.8 for CC). The magnitude of relative socioeconomic inequalities was more pronounced in rural areas (RCI: 22.5 for BC and 21.3 for CC) compared to urban areas. Similarly, higher-educated women were 4.84 times (RII: 4.84) and 2.12 times (RII: 2.12) more likely to undergo BC examination and CC testing, respectively, compared to non-educated women. The Northeastern region exhibited greater socioeconomic inequality, while the Western region showed more education-based inequality. CONCLUSION The lower uptake of BC examination and CC testing and the marked inequalities underscore the need for targeted interventions to improve access and utilization of testing services, especially among lower-educated women, and those in rural areas.
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Affiliation(s)
- Md. Mahfuzur Rahman
- Graduate School of Public Health, St. Luke’s International University, Tokyo, Japan
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
| | - Md. Shafiur Rahman
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
- School of Health Innovation, Kanagawa University of Human Services, Kanagawa, Japan
| | - Md. Rashedul Islam
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
- Hitotsubashi Institute for Advance Study, Hitotsubashi University, Tokyo, Japan
| | - Stuart Gilmour
- Graduate School of Public Health, St. Luke’s International University, Tokyo, Japan
| | - Rei Haruyama
- Bureau of International Health Cooperation, National Center for Global Health and Medicine, Tokyo, Japan
| | - Atul Budukh
- Tata Memorial Centre, Homi Bhabha National Institute (HBNI), Training School Complex, Anushakti Nagar, Mumbai, India
| | - Abhishek Shankar
- Department of Radiation Oncology, Dr BR Ambedkar Institute Rotary Cancer Hospital, All India Institute of Medical Sciences, Delhi, India
| | - Gauravi Mishra
- Department of Preventive Oncology, Tata Memorial Hospital, Mumbai, India
| | - Ravi Mehrotra
- Centre for Health, Innovation and Policy Foundation, Noida, India
| | - Tomohiro Matsuda
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
| | - Manami Inoue
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
| | - Sarah Krull Abe
- Division of Prevention, National Cancer Center Institute for Cancer Control, Tokyo, Japan
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Syamsurizal, Sutrisno, Utami DT. Cytotoxic activity of Cyrtostachys renda extracts and fractions against MCF-7 and HeLa cancer cells through cell cycle arrest and apoptosis induction mechanism. J Adv Pharm Technol Res 2025; 16:18-23. [PMID: 40177508 PMCID: PMC11960827 DOI: 10.4103/japtr.japtr_222_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2024] [Revised: 12/31/2024] [Accepted: 01/06/2025] [Indexed: 04/05/2025] Open
Abstract
In traditional medicine, Cyrtostachys renda has been used for its many bioactive components that are good for people's health. This research assessed the cytotoxic effects of extracts and fractions against Michigan Cancer Foundation-7 (MCF-7) and Henrietta Lacks (HeLa) cell lines. The extracts and fractions of root and fruit assess cytotoxic activities and inhibitory mechanisms against the MCF-7 and HeLa cancer cell lines, respectively. The fruit and roots of C. renda were extracted using the liquid-liquid method. The sample concentrations evaluated included extracts 31.5-1000 μg/mL, fractions 15.625-500 μg/mL, and doxorubicin 2-0.0625 μg/mL. Cytotoxicity was evaluated on MCF-7 and HeLa cells using an MTT assay. Morphological alterations were subsequently discovered utilizing an inverted microscope. Flow cytometry was utilized to find out the cell cycle's distribution and the apoptosis characteristics. The different parts and extracts showed cytotoxic effects on HeLa and MCF-7 cells, with IC50 values ranging from 30.69 ± 0.47 to 787.89 ± 1.77 µg/mL. Cell cycle studies showed that fraction A4 inhibited the cell cycle in MCF-7 cells at the G1 phase followed by the G2/M and S phases, while fraction B5 inhibited the cell cycle in HeLa cells at the G2/M phase. Both fractions showed the ability to induce apoptosis against MCF-7 and HeLa cells. The results showed that the fractions A4 and B5 showed cytotoxic activity against MCF-7 and HeLa cells by cell cycle arrest and apoptosis induction.
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Affiliation(s)
- Syamsurizal
- Department of Pharmacy, Faculty of Medicine and Health Sciences, University of Jambi, Jambi, Indonesia
| | - Sutrisno
- Department of Chemistry, Faculty of Science and Technology, University of Jambi, Jambi, Indonesia
| | - Diah Tri Utami
- Department of Pharmacy, Faculty of Medicine and Health Sciences, University of Jambi, Jambi, Indonesia
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Saaka SA, Hambali MG. Factors associated with cervical cancer screening among women of reproductive age in Ghana. BMC Womens Health 2024; 24:519. [PMID: 39289681 PMCID: PMC11409697 DOI: 10.1186/s12905-024-03367-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Accepted: 09/09/2024] [Indexed: 09/19/2024] Open
Abstract
BACKGROUND Cervical cancer remains a leading cause of cancer-related deaths among women in Ghana and other Sub-Sahara African (SSA) countries. Despite the importance of early diagnosis for timely treatment and death prevention, cervical cancer screening among women in developing countries remain very low. Nonetheless, there is a paucity of research examining the factors associated with screening uptake among women of reproductive age in Ghana. Thus, this study fills the scholarly void and contributes to the existing literature by examining the determinants of cervical cancer screening in Ghana. METHODS Utilizing data from the 2022 Ghana Demographic and Health Survey (GDHS) (N = 15,014 women), and by employing logistic regression models for a cross-sectional analysis, this study evaluated the factors associated with cervical cancer screening in Ghana. RESULTS Women with tertiary educational attainment (OR = 4.140; 95%CI: 2.960 5.789; p < 0.001), from the richer (OR = 1.968; p < 0.001) and richest households (OR = 2.492; p < 0.001), the married/living with partner (OR = 1.773; 95%CI:1.372 2.290; p < 0.001), the widowed/divorced/separated (OR = 1.888; 95%CI:1.320 2.701; p < 0.001), owners of valid health insurance card (OR = 1.356; 95%CI:1.086 1.693; p < 0.01), visitation to health facility in the past 12 months (OR = 1.312; 95%CI: 1.082 1.590; p < 0.001), those who watched television at least once in a week (OR = 1.395; 95%CI: 1.055 1.846; p < 0.001), as well as those who listened to radio at least once in a week (OR = 1.509; 95%CI: 1.228 1.853; p < 0.001), were all significantly more associated with cervical cancer screening in the study context. Also, ethnicity, religion, and the region of residence significantly predicted cervical cancer screening in the study context. CONCLUSION Cervical cancer screening in Ghana can be improved by addressing socioeconomic and geographical disparities in the country's healthcare system. To ensure early detection, timely treatment or care and prevention of cervical cancer-related deaths in the country, there must be coordinated efforts by the government of Ghana to improve healthcare access and surveillance systems for cervical cancer cases, particularly, in geographically disadvantage areas.
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Affiliation(s)
- Sulemana Ansumah Saaka
- Department of Geography and Environment, Faculty of Social Science, University of Western Ontario, London, Canada.
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Bamusi MT, Philip NE, Bhat LD. Women's empowerment and its influence on the uptake of breast cancer screening in Tanzania: an analysis of 2022 Tanzania demographic health survey data. BMC Womens Health 2024; 24:495. [PMID: 39243087 PMCID: PMC11378501 DOI: 10.1186/s12905-024-03345-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 08/30/2024] [Indexed: 09/09/2024] Open
Abstract
BACKGROUND Breast cancer is the second most commonly diagnosed cancer worldwide, with a high mortality rate in developing countries, including sub-Saharan Africa. Screening is one way to ensure early detection and management of breast cancer, and it is influenced by several factors. Education and socio-economic status may also affect the utilization of breast cancer screening services as these impact decision-making. This study aimed to investigate women's empowerment and its influence on the uptake of breast cancer screening among women in Tanzania. METHODS This study utilized the 2022 Tanzania Demographic and Health Survey data, and included 4216 women aged 20 to 49 years. Women empowerment variables used include social independence, decision-making, ownership of assets, and attitude towards violence. Statistical Package for Social Sciences version 26 was used for data cleaning and analysis. Descriptive statistics and bivariate analysis were done, including a multivariate logistic regression to assess the level of association between independent variables with breast cancer screening. RESULTS Findings indicate that the prevalence of breast cancer screening is 5.2%. Age, education level, literacy, ownership of assets, attitude towards violence, and decision making are associated with ever going for breast cancer screening. Women aged 45 to 49 years (AOR = 6.28, 95% CI = 6.27-6.28), those with secondary or higher education (AOR 1.1, 95% CI = 1.05-1.06), literate women (AOR = 1.13, 95% CI = 1.13-1.13), those who own a house (AOR = 3.08, 95% CI = 3.08-3.09), who jointly decide on their healthcare with partners on healthcare (AOR = 1.18, 95% CI = 1.18-1.19) had significantly higher odds of going for breast cancer screening. CONCLUSION Women's empowerment is significantly associated with the likelihood of engaging in breast cancer screening. Empowered women are more likely to undergo screening. Focus should be on empowering women through education, businesses, and community involvement. Country-specific interventions and breast cancer screening awareness campaigns should include empowerment initiatives to promote screening uptake.
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Affiliation(s)
- Maureen Treasure Bamusi
- Department of Obstetrics and Gynecology, Kamuzu Central Hospital, P. O Box 149, Lilongwe, Malawi.
| | - Neena Elezebeth Philip
- Department of Epidemiology and Public Health, Central University of Tamil Nadu, Thiruvarur, Tamil Nadu, 610005, India
| | - Lekha D Bhat
- Department of Epidemiology and Public Health, Central University of Tamil Nadu, Thiruvarur, Tamil Nadu, 610005, India
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Roheel A, Khan A, Anwar F, Akbar Z, Akhtar MF, Imran Khan M, Sohail MF, Ahmad R. Global epidemiology of breast cancer based on risk factors: a systematic review. Front Oncol 2023; 13:1240098. [PMID: 37886170 PMCID: PMC10598331 DOI: 10.3389/fonc.2023.1240098] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2023] [Accepted: 09/11/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND Numerous reviews of the epidemiology and risk factors for breast cancer have been published previously which heighted different directions of breast cancer. AIM The present review examined the likelihood that incidence, prevalence, and particular risk factors might vary by geographic region and possibly by food and cultural practices as well. METHODS A systematic review (2017-2022) was conducted following Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) guidelines, reporting on epidemiological and risk factor reports from different world regions. Medical Subject Heading (MeSH) terms: "Breast neoplasm" "AND" country terms such as "Pakistan/epidemiology", "India/epidemiology", "North America/epidemiology", "South Africa/epidemiology" were used to retrieve 2068 articles from PubMed. After applying inclusion and exclusion terms, 49 papers were selected for systematic review. RESULTS Results of selected articles were summarized based on risk factors, world regions and study type. Risk factors were classified into five categories: demographic, genetic and lifestyle risk factors varied among countries. This review article covers a variety of topics, including regions, main findings, and associated risk factors such as genetic factors, and lifestyle. Several studies revealed that lifestyle choices including diet and exercise could affect a person's chance of developing breast cancer. Breast cancer risk has also been linked to genetic variables, including DNA repair gene polymorphisms and mutations in the breast cancer gene (BRCA). It has been found that most of the genetic variability links to the population of Asia while the cause of breast cancer due to lifestyle modifications has been found in American and British people, indicating that demographic, genetic, and, lifestyle risk factors varied among countries. CONCLUSION There are many risk factors for breast cancer, which vary in their importance depending on the world region. However, further investigation is required to better comprehend the particular causes of breast cancer in these areas as well as to create efficient prevention and treatment plans that cater to the local population.
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Affiliation(s)
- Amna Roheel
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Aslam Khan
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Fareeha Anwar
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Zunaira Akbar
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Muhammad Furqan Akhtar
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Mohammad Imran Khan
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Mohammad Farhan Sohail
- Riphah Institute of Pharmaceutical Sciences, Riphah International University, Lahore, Islamabad, Pakistan
| | - Rizwan Ahmad
- Department of Natural Products, College of Clinical Pharmacy, Imam Andulrahman Bin Faisal University, Rakah, Dammam, Saudi Arabia
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Muthuramalingam MR, Muraleedharan VR. Patterns in the prevalence and wealth-based inequality of cervical cancer screening in India. BMC Womens Health 2023; 23:337. [PMID: 37365552 DOI: 10.1186/s12905-023-02504-y] [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: 02/22/2023] [Accepted: 06/23/2023] [Indexed: 06/28/2023] Open
Abstract
BACKGROUND Cervical cancer is the second leading cause of deaths due to cancer among women in India. This study assesses the prevalence of cervical cancer screening among women in the 30 to 49 years age-group and its relation to demographic, social and economic factors. The equity in the prevalence of screening is studied with respect to the women's household wealth. METHODS Data from the fifth National Family Health Survey are analyzed. The adjusted odds ratio is used to assess the prevalence of screening. The Concentration Index (CIX) and the Slope Index of Inequality (SII) are analyzed to assess the inequality. RESULTS The average national prevalence of cervical cancer screening is found to be 1.97% (95% C.I, 1.8-2.1), ranging from 0.2% in West Bengal and Assam to 10.1% in Tamil Nadu. Screening is significantly more prevalent among the following demographics: educated, higher age group, Christian, scheduled caste, Government health insurance coverage, and high household wealth. Significantly lower prevalence is found among Muslim women, women from scheduled tribes, general category castes, non-Government health insurance coverage, high parity, and those who use oral contraceptive pills and tobacco. Marital status, place of residence, age at first sexual activity, and IUD usage are not significant influencers. At the national level, CIX (0.22 (95% C.I, 0.20-0.24)) and SII (0.018 (95% C.I, 0.015-0.020)) indicate significantly higher prevalence of screening among women from the wealthier quintiles. Significantly higher screening prevalence among wealthier quintiles in the North-East (0.1), West (0.21) and Southern (0.05) regions and among the poor quintiles in the Central (-0.05) region. Equiplot analysis shows a "top inequality pattern" in the North, North-East and Eastern regions, with overall low performance where the rich alone manage to avail screening. The Southern region exhibits an overall progress in screening prevalence with the exception of the poorest quintile, which is left behind. Pro-poor inequality exists in the Central region, with significantly higher prevalence of screening among poor. CONCLUSION The prevalence of cervical cancer screening is very low (2%) in India. Cervical cancer screening is substantially higher among women with education and Government Health insurance coverage. Wealth-based inequality exists in the prevalence of cervical cancer screening and the prevalence is concentrated among the women from wealthier quintiles.
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Affiliation(s)
- M R Muthuramalingam
- Department of Humanities and Social Sciences, Indian Institute of Technology - Madras, Chennai, India.
| | - V R Muraleedharan
- Department of Humanities and Social Sciences, Indian Institute of Technology - Madras, Chennai, India
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King Abdulaziz University Breast Cancer Mammogram Dataset (KAU-BCMD). DATA 2021. [DOI: 10.3390/data6110111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
The current era is characterized by the rapidly increasing use of computer-aided diagnosis (CAD) systems in the medical field. These systems need a variety of datasets to help develop, evaluate, and compare their performances fairly. Physicians indicated that breast anatomy, especially dense ones, and the probability of breast cancer and tumor development, vary highly depending on race. Researchers reported that breast cancer risk factors are related to culture and society. Thus, there is a massive need for a local dataset representing breast cancer in our region to help develop and evaluate automatic breast cancer CAD systems. This paper presents a public mammogram dataset called King Abdulaziz University Breast Cancer Mammogram Dataset (KAU-BCMD) version 1. To our knowledge, KAU-BCMD is the first dataset in Saudi Arabia that deals with a large number of mammogram scans. The dataset was collected from the Sheikh Mohammed Hussein Al-Amoudi Center of Excellence in Breast Cancer at King Abdulaziz University. It contains 1416 cases. Each case has two views for both the right and left breasts, resulting in 5662 images based on the breast imaging reporting and data system. It also contains 205 ultrasound cases corresponding to a part of the mammogram cases, with 405 images as a total. The dataset was annotated and reviewed by three different radiologists. Our dataset is a promising dataset that contains different imaging modalities for breast cancer with different cancer grades for Saudi women.
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