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Perera D, Pirikahu S, Walter J, Cadby G, Darcey E, Lloyd R, Hickey M, Saunders C, Hackmann M, Sampson DD, Shepherd J, Lilge L, Stone J. The distribution of breast density in women aged 18 years and older. Breast Cancer Res Treat 2024; 205:521-531. [PMID: 38498102 PMCID: PMC11101556 DOI: 10.1007/s10549-024-07269-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 01/24/2024] [Indexed: 03/20/2024]
Abstract
PURPOSE Age and body mass index (BMI) are critical considerations when assessing individual breast cancer risk, particularly for women with dense breasts. However, age- and BMI-standardized estimates of breast density are not available for screen-aged women, and little is known about the distribution of breast density in women aged < 40. This cross-sectional study uses three different modalities: optical breast spectroscopy (OBS), dual-energy X-ray absorptiometry (DXA), and mammography, to describe the distributions of breast density across categories of age and BMI. METHODS Breast density measures were estimated for 1,961 Australian women aged 18-97 years using OBS (%water and %water + %collagen). Of these, 935 women had DXA measures (percent and absolute fibroglandular dense volume, %FGV and FGV, respectively) and 354 had conventional mammographic measures (percent and absolute dense area). The distributions for each breast density measure were described across categories of age and BMI. RESULTS The mean age was 38 years (standard deviation = 15). Median breast density measures decreased with age and BMI for all three modalities, except for DXA-FGV, which increased with BMI and decreased after age 30. The variation in breast density measures was largest for younger women and decreased with increasing age and BMI. CONCLUSION This unique study describes the distribution of breast density measures for women aged 18-97 using alternative and conventional modalities of measurement. While this study is the largest of its kind, larger sample sizes are needed to provide clinically useful age-standardized measures to identify women with high breast density for their age or BMI.
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Affiliation(s)
- Dilukshi Perera
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia
| | - Sarah Pirikahu
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia
| | - Jane Walter
- University Health Network, Toronto, ON, Canada
| | - Gemma Cadby
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia
| | - Ellie Darcey
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia
| | - Rachel Lloyd
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia
| | - Martha Hickey
- Department of Obstetrics and Gynaecology, University of Melbourne and the Royal Women's Hospital, Melbourne, VIC, Australia
| | - Christobel Saunders
- Department of Surgery, Royal Melbourne Hospital, The University of Melbourne, Melbourne, VIC, Australia
| | - Michael Hackmann
- School of Human Sciences, The University of Western Australia, Perth, WA, Australia
- Optical and Biomedical Engineering Laboratory School of Electrical, Electronic and Computer Engineering, The University of Western Australia, Perth, WA, Australia
| | - David D Sampson
- Surry Biophotonics, Advanced Technology Institute and School of Biosciences and Medicine, The University of Surrey, Guildford, Surrey, UK
| | - John Shepherd
- Epidemiology and Population Sciences in the Pacific Program, University of Hawaii Cancer Center, Honolulu, HI, USA
| | - Lothar Lilge
- University Health Network, Toronto, ON, Canada
- Medical Biophysics, University of Toronto, Toronto, ON, Canada
| | - Jennifer Stone
- Genetic Epidemiology Group, School of Population and Global Health, The University of Western Australia, 35 Stirling Highway M431, Perth, WA, 6009, Australia.
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Hayward JH, Lee AY, Sickles EA, Ray KM. Prevalent vs Incident Screen: Why Does It Matter? JOURNAL OF BREAST IMAGING 2024; 6:232-237. [PMID: 38190264 DOI: 10.1093/jbi/wbad096] [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: 08/01/2023] [Indexed: 01/10/2024]
Abstract
There are important differences in the performance and outcomes of breast cancer screening in the prevalent compared to the incident screening rounds. The prevalent screen is the first screening examination using a particular imaging technique and identifies pre-existing, undiagnosed cancers in the population. The incident screen is any subsequent screening examination using that technique. It is expected to identify fewer cancers than the prevalent screen because it captures only those cancers that have become detectable since the prior screening examination. The higher cancer detection rate at prevalent relative to incident screening should be taken into account when analyzing the medical audit and effectiveness of new screening technologies.
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Affiliation(s)
- Jessica H Hayward
- Department of Radiology and Biomedical Imaging, Division of Breast Imaging, University of California, San Francisco, CA, USA
| | - Amie Y Lee
- Department of Radiology and Biomedical Imaging, Division of Breast Imaging, University of California, San Francisco, CA, USA
| | - Edward A Sickles
- Department of Radiology and Biomedical Imaging, Division of Breast Imaging, University of California, San Francisco, CA, USA
| | - Kimberly M Ray
- Department of Radiology and Biomedical Imaging, Division of Breast Imaging, University of California, San Francisco, CA, USA
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Constantinou N, Marshall C, Marshall H. Reducing Barriers and Strategies to Improve Appropriate Screening Mammogram Attendance in Women 75 Years and Older. JOURNAL OF BREAST IMAGING 2024:wbad110. [PMID: 38394438 DOI: 10.1093/jbi/wbad110] [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: 09/29/2023] [Indexed: 02/25/2024]
Abstract
Although breast cancer death rates have persistently declined over the last 3 decades, older women have not experienced the same degree in mortality reduction as younger women despite having more favorable breast cancer phenotypes. This occurrence can be partially attributed to less robust mammographic screening in older women, the propensity to undertreat with advancing age, and the presence of underlying comorbidities. With recent revisions to breast cancer screening guidelines, there has been a constructive shift toward more agreement in the need for routine mammographic screening to commence at age 40. Unfortunately, this shift in agreement has not occurred for cutoff guidelines, wherein the recommendations are blurred and open to interpretation. With increasing life expectancy and an aging population who is healthier now than any other time in history, it is important to revisit mammographic screening with advanced age and understand why older women who should undergo screening are not being screened as well as offer suggestions on how to improve screening mammogram attendance in this population.
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Affiliation(s)
- Niki Constantinou
- Department of Radiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Colin Marshall
- Department of Radiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
| | - Holly Marshall
- Department of Radiology, School of Medicine, Case Western Reserve University, Cleveland, OH, USA
- Department of Radiology, University Hospitals Cleveland Medical Center, Cleveland, OH, USA
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4
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Geoghegan C, Horan M, Crilly E, Kelly A, Lyons R, Geoghegan L, Duke D, Sweeney L, McCartan D, O'Keeffe S. A multicentre review of the direct-access mammography programme in Ireland for women with breast pain. Clin Radiol 2024; 79:e227-e231. [PMID: 38007335 DOI: 10.1016/j.crad.2023.10.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Revised: 10/17/2023] [Accepted: 10/22/2023] [Indexed: 11/27/2023]
Abstract
AIM To assess the current use of the direct access mammography pathway for breast pain and the rate of breast cancer detection in this patient cohort. MATERIALS AND METHODS A retrospective review of general practitioner (GP)-referred mammograms performed during a 12-month period from January to December 2022 across four tertiary referral centres. With the use of medical records and GP referrals, patient demographics, presenting symptoms, family history, and clinical outcomes were recorded. RESULTS The present study comprised 2,046 patients of which 21.6% did not report breast pain at the time of referral. Thirty-five per cent had a positive family history with 40% of these patients having no breast pain. Twelve per cent were recalled with 30% of these patients requiring biopsy. An overall cancer detection rate (CDR) of 7 per 1000 was determined for women with mastalgia. A CDR of 0 per 1,000 was determined for women <50 years with mastalgia alone and no additional risk factors for malignancy. Fisher's exact test showed no statistically significant association between breast pain and breast cancer. CONCLUSION There was no statistically significant relationship found between breast pain and breast cancer. This review suggests a low cancer detection rate in women <50 years. In women <50 years with mastalgia without additional symptoms or family history, breast imaging is not required.
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Affiliation(s)
- C Geoghegan
- Radiology Department, St. James's Hospital, Dublin 8, Ireland; University of Galway, Galway, Ireland.
| | - M Horan
- Radiology Department, St. James's Hospital, Dublin 8, Ireland
| | - E Crilly
- Beaumont Breast Centre, Beaumont Hospital, Dublin 9, Ireland
| | - A Kelly
- Radiology Department, University Hospital Waterford, Waterford, Ireland
| | - R Lyons
- Breast Surgery Department, St. Vincent's Hospital, Dublin 4, Ireland
| | - L Geoghegan
- Radiology Department, St. James's Hospital, Dublin 8, Ireland
| | - D Duke
- Beaumont Breast Centre, Beaumont Hospital, Dublin 9, Ireland
| | - L Sweeney
- Radiology Department, University Hospital Waterford, Waterford, Ireland
| | - D McCartan
- Breast Surgery Department, St. Vincent's Hospital, Dublin 4, Ireland
| | - S O'Keeffe
- Radiology Department, St. James's Hospital, Dublin 8, Ireland
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5
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Baker C, Benayoun BA. Menopause Is More Than Just Loss of Fertility. THE PUBLIC POLICY AND AGING REPORT 2023; 33:113-119. [PMID: 38155935 PMCID: PMC10751372 DOI: 10.1093/ppar/prad023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2023] [Indexed: 12/30/2023]
Affiliation(s)
- Clayton Baker
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
- Molecular and Computational Biology Department, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, California, USA
| | - Bérénice A Benayoun
- Leonard Davis School of Gerontology, University of Southern California, Los Angeles, California, USA
- Molecular and Computational Biology Department, Dornsife College of Letters, Arts and Sciences, University of Southern California, Los Angeles, California, USA
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6
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Abdi HI, Nagler RH, Fowler EF, Gollust SE. Effects of exposure to media messages about limiting breast cancer screening: A qualitative experimental study. PATIENT EDUCATION AND COUNSELING 2023; 117:107988. [PMID: 37778162 DOI: 10.1016/j.pec.2023.107988] [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: 12/07/2022] [Revised: 05/31/2023] [Accepted: 09/20/2023] [Indexed: 10/03/2023]
Abstract
OBJECTIVE Examine how women aged 35-50 respond to messages about limiting cancer screening. METHODS A national sample of women aged 35-50 (n = 983) were randomly assigned to read one of four media vignettes: three provided information about potential harms of mammograms using evidence, norms, or an anecdote strategy, and one provided no such information. Participants listed thoughts they had about the message, and after coding these themes, we tested for associations between the themes evoked, message exposure, and mammogram history. RESULTS Thematic categories included emotions (8 %); behavioral intentions (14 %); and cognitions, attitudes, and beliefs (67 %). Pro-screening attitudes, questioning, and cues to get screened were most prevalent. The anecdote message often elicited pro-screening attitudes, while the evidence message often elicited negative emotions and anger, as well as questioning or skeptical responses. Those with a history of mammograms expressed more pro-screening attitudes and disagreed with the message more often. CONCLUSIONS Media messaging about guideline-supported care, especially when it involves reducing a clinical service that is routine and valued by patients, may evoke counterarguing, skepticism, and other negative responses. PRACTICE IMPLICATIONS Clinicians should recognize the role of the media in potentially shaping women's attitudes, beliefs, and intentions when it comes to breast cancer screening.
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Affiliation(s)
- Hamdi I Abdi
- Division of Health Policy and Management, University of Minnesota School of Public Health, 420 Delaware St SE, Minneapolis, MN 55455, USA.
| | - Rebekah H Nagler
- Hubbard School of Journalism and Mass Communication, University of Minnesota College of Liberal Arts, 206 Church St SE, Minneapolis, MN 55455, USA
| | - Erika Franklin Fowler
- Department of Government, Wesleyan University, 318 High Street, Middletown, CT 06459, USA
| | - Sarah E Gollust
- Division of Health Policy and Management, University of Minnesota School of Public Health, 420 Delaware St SE, Minneapolis, MN 55455, USA
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7
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Prasanth BK, Alkhowaiter S, Sawarkar G, Dharshini BD, R Baskaran A. Unlocking Early Cancer Detection: Exploring Biomarkers, Circulating DNA, and Innovative Technological Approaches. Cureus 2023; 15:e51090. [PMID: 38274938 PMCID: PMC10808885 DOI: 10.7759/cureus.51090] [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] [Accepted: 12/25/2023] [Indexed: 01/27/2024] Open
Abstract
Research and development improvements in early cancer diagnosis have had a significant positive impact on health. In the treatment and prevention of cancer, early detection is essential. In this context, biomarkers are essential because they offer important information on the state of cells at any particular time. Cells go through unique changes when they shift from a healthy condition to a malignant state, changes that appropriate biomarkers may pick up. Recent advancements have been made to identify and characterize circulating cancer-specific mutations in cell-free circulating DNA derived from tumors and tumor cells. A patient's delay between the time they first detect symptoms and the time they contact a doctor has been noted for many cancer forms. The tumor's location and features significantly impact the presentation of symptoms judged appropriate for early diagnosis. Lack of knowledge of the severity of the symptoms may be one cause for this delay. Our review is largely focused on the ongoing developments of early diagnosis in the study of biomarkers, circulating DNA for diagnosis, the biology of early challenges, early symptoms, liquid biopsies, detectable by imaging, established tumor markers, plasma DNA technologies, gender differences, and artificial intelligence (AI) in diagnosis. This review aims to determine and evaluate Indicators for detecting early cancer, assessing medical conditions, and evaluating potential risks. For Individuals with a heightened likelihood of developing cancer or who have already been diagnosed, early identification is crucial for enhancing prognosis and raising the likelihood of effective treatment.
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Affiliation(s)
- B Krishna Prasanth
- Department of Community Medicine, Sree Balaji Medical College and Hospital, Bharath Institute of Higher Education and Research, Chennai, IND
| | - Saad Alkhowaiter
- Department of Gastroenterology, College of Medicine, King Khalid University Hospital, Riyadh, SAU
| | - Gaurav Sawarkar
- Rachana Sharir, Mahatma Gandhi Ayurveda College, Hospital and Research Centre, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - B Divya Dharshini
- Department of Biochemistry, Government Medical College, Khammam, Telangana, IND
| | - Ajay R Baskaran
- Department of Psychiatry, National Health Service, Shrewsbury, GBR
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8
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Vassilenko V, Moura PC, Raposo M. Diagnosis of Carcinogenic Pathologies through Breath Biomarkers: Present and Future Trends. Biomedicines 2023; 11:3029. [PMID: 38002028 PMCID: PMC10669878 DOI: 10.3390/biomedicines11113029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 11/08/2023] [Accepted: 11/09/2023] [Indexed: 11/26/2023] Open
Abstract
The assessment of volatile breath biomarkers has been targeted with a lot of interest by the scientific and medical communities during the past decades due to their suitability for an accurate, painless, non-invasive, and rapid diagnosis of health states and pathological conditions. This paper reviews the most relevant bibliographic sources aiming to gather the most pertinent volatile organic compounds (VOCs) already identified as putative cancer biomarkers. Here, a total of 265 VOCs and the respective bibliographic sources are addressed regarding their scientifically proven suitability to diagnose a total of six carcinogenic diseases, namely lung, breast, gastric, colorectal, prostate, and squamous cell (oesophageal and laryngeal) cancers. In addition, future trends in the identification of five other forms of cancer, such as bladder, liver, ovarian, pancreatic, and thyroid cancer, through perspective volatile breath biomarkers are equally presented and discussed. All the results already achieved in the detection, identification, and quantification of endogenous metabolites produced by all kinds of normal and abnormal processes in the human body denote a promising and auspicious future for this alternative diagnostic tool, whose future passes by the development and employment of newer and more accurate collection and analysis techniques, and the certification for utilisation in real clinical scenarios.
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Affiliation(s)
- Valentina Vassilenko
- Laboratory for Instrumentation, Biomedical Engineering and Radiation Physics (LIBPhys-UNL), Department of Physics, NOVA School of Science and Technology, NOVA University of Lisbon, Campus FCT-UNL, 2829-516 Caparica, Portugal;
| | - Pedro Catalão Moura
- Laboratory for Instrumentation, Biomedical Engineering and Radiation Physics (LIBPhys-UNL), Department of Physics, NOVA School of Science and Technology, NOVA University of Lisbon, Campus FCT-UNL, 2829-516 Caparica, Portugal;
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9
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Nishikawa RM, Lu AH. AI in Screening Mammography: Use One Radiologist and Improve Double Reads. Radiology 2023; 309:e232964. [PMID: 37987659 DOI: 10.1148/radiol.232964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2023]
Affiliation(s)
- Robert M Nishikawa
- From the Department of Radiology, University of Pittsburgh, Pittsburgh, Pa; and Magee-Womens Hospital, University of Pittsburgh Medical Center, 300 Halket St, Ste C-316, Pittsburgh, PA 15213
| | - Amy H Lu
- From the Department of Radiology, University of Pittsburgh, Pittsburgh, Pa; and Magee-Womens Hospital, University of Pittsburgh Medical Center, 300 Halket St, Ste C-316, Pittsburgh, PA 15213
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10
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Yaffe MJ, Mainprize JG. Effect of Breast Screening Regimen on Breast Cancer Outcomes: A Modeling Study. Curr Oncol 2023; 30:9475-9483. [PMID: 37999106 PMCID: PMC10670884 DOI: 10.3390/curroncol30110686] [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: 09/23/2023] [Revised: 10/06/2023] [Accepted: 10/23/2023] [Indexed: 11/25/2023] Open
Abstract
Guidelines vary for the age at which to begin breast cancer screening and the interval between examinations. A validated computer model was used to compare estimated outcomes between various screening regimens. The OncoSim-Breast microsimulation model (Canadian Partnership Against Cancer) was used to simulate a cohort of 1.53 million Canadian women born in 1975. The effect of screening regimen on absolute breast cancer mortality rates, stage at diagnosis, number needed to be screened to avert a breast cancer death or save a life year, abnormal recall rates and negative biopsy rates was examined for unscreened women or those entering screening at age 40 or 50 and screened annually or biennially to age 74. Compared to no screening, absolute mortality reduction was 4.6 (biennial 50-74), 5.9 (biennial 40-74) and 7.9 (annual 40-74) fewer deaths per 1000 women. The absolute rate of diagnosis of advanced cancers (Stage 2, 3 and 4) falls in favor of earlier stages as the number of lifetime screens increases. Annual screening beginning at age 40 until age 74 would provide an additional reduction of 2 and 3.3 breast cancer deaths per 1000 women compared to biennial screening beginning at ages 40 and 50, respectively. There is a corresponding drop in the absolute number of Stage 2, 3 and 4 cancers diagnosed.
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Affiliation(s)
- Martin J. Yaffe
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, ON M4N 3M5, Canada;
- Department of Medical Biophysics, University of Toronto, Toronto, ON M5G 1L7, Canada
- Ontario Institute for Cancer Research, Toronto, ON M5G 0A3, Canada
| | - James G. Mainprize
- Physical Sciences Platform, Sunnybrook Research Institute, Toronto, ON M4N 3M5, Canada;
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Tsarouchi MI, Hoxhaj A, Mann RM. New Approaches and Recommendations for Risk-Adapted Breast Cancer Screening. J Magn Reson Imaging 2023; 58:987-1010. [PMID: 37040474 DOI: 10.1002/jmri.28731] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 03/23/2023] [Accepted: 03/24/2023] [Indexed: 04/13/2023] Open
Abstract
Population-based breast cancer screening using mammography as the gold standard imaging modality has been in clinical practice for over 40 years. However, the limitations of mammography in terms of sensitivity and high false-positive rates, particularly in high-risk women, challenge the indiscriminate nature of population-based screening. Additionally, in light of expanding research on new breast cancer risk factors, there is a growing consensus that breast cancer screening should move toward a risk-adapted approach. Recent advancements in breast imaging technology, including contrast material-enhanced mammography (CEM), ultrasound (US) (automated-breast US, Doppler, elastography US), and especially magnetic resonance imaging (MRI) (abbreviated, ultrafast, and contrast-agent free), may provide new opportunities for risk-adapted personalized screening strategies. Moreover, the integration of artificial intelligence and radiomics techniques has the potential to enhance the performance of risk-adapted screening. This review article summarizes the current evidence and challenges in breast cancer screening and highlights potential future perspectives for various imaging techniques in a risk-adapted breast cancer screening approach. EVIDENCE LEVEL: 1. TECHNICAL EFFICACY: Stage 5.
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Affiliation(s)
- Marialena I Tsarouchi
- Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Alma Hoxhaj
- Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands
| | - Ritse M Mann
- Department of Radiology, Nuclear Medicine and Anatomy, Radboud University Medical Center, Nijmegen, the Netherlands
- Department of Radiology, the Netherlands Cancer Institute, Amsterdam, the Netherlands
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12
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Nabheerong P, Kiththiworaphongkich W, Cholamjiak W. Breast Cancer Screening Using a Modified Inertial Projective Algorithms for Split Feasibility Problems. Int J Breast Cancer 2023; 2023:2060375. [PMID: 37720822 PMCID: PMC10501843 DOI: 10.1155/2023/2060375] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 07/30/2023] [Accepted: 08/17/2023] [Indexed: 09/19/2023] Open
Abstract
To detect breast cancer in mammography screening practice, we modify the inertial relaxed CQ algorithm with Mann's iteration for solving split feasibility problems in real Hilbert spaces to apply in an extreme learning machine as an optimizer. Weak convergence of the proposed algorithm is proved under certain mild conditions. Moreover, we present the advantage of our algorithm by comparing it with existing machine learning methods. The highest performance value of 85.03% accuracy, 82.56% precision, 87.65% recall, and 85.03% F1-score show that our algorithm performs better than the other machine learning models.
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Affiliation(s)
- Pennipat Nabheerong
- Radiology Department, School of Medicine, University of Phayao, Phayao 56000, Thailand
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Mubarik S, Malik SS, Yanran Z, Hak E, Nawsherwan, Wang F, Yu C. Estimating disparities in breast cancer screening programs towards mortality, case fatality, and DALYs across BRICS-plus. BMC Med 2023; 21:299. [PMID: 37653535 PMCID: PMC10472654 DOI: 10.1186/s12916-023-03004-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 07/25/2023] [Indexed: 09/02/2023] Open
Abstract
BACKGROUND Numerous studies over the past four decades have revealed that breast cancer screening (BCS) significantly reduces breast cancer (BC) mortality. However, in BRICS-plus countries, the association between BCS and BC case fatality and disability are unknown. This study examines the association of different BCS approaches with age-standardized mortality, case-fatality, and disability-adjusted life years (DALYs) rates, as well as with other biological and sociodemographic risk variables, across BRICS-plus from a national and economic perspective. METHODS In this ecological study applying mixed-effect multilevel regression models, a country-specific dataset was analyzed by combining data from the Global Burden of Disease study 2019 on female age-standardized BC mortality, incidence, and DALYs rates with information on national/regional BCS availability (against no such program or only a pilot program) and BCS type (only self-breast examination (SBE) and/or clinical breast examination (CBE) [SBE/CBE] versus SBE/CBE with mammographic screening availability [MM and/or SBE/CBE] versus SBE/CBE/mammographic with digital mammography and/or ultrasound (US) [DMM/US and/or previous tests] in BRICS-plus countries. RESULTS Compared to self/clinical breast examinations (SBE/CBE) across BRICS-plus, more complex BCS program availability was the most significant predictor of decreased mortality [MM and/or SBE/CBE: - 2.64, p < 0.001; DMM/US and/or previous tests: - 1.40, p < 0.001]. In the BRICS-plus, CVD presence, high BMI, second-hand smoke, and active smoking all contributed to an increase in BC mortality and DALY rate. High-income and middle-income regions in BRICS-plus had significantly lower age-standardized BC mortality, case-fatality, and DALYs rates than low-income regions when nationwide BC screening programs were implemented. CONCLUSIONS The availability of mammography (digital or traditional) and BCS is associated with breast cancer burden in BRICS-plus countries, with regional variations. In light of high-quality evidence from previous causal studies, these findings further support the preventive role of mammography screening for BCS at the national level. Intervening on BCS related risk factors may further reduce the disease burden associated with BC.
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Affiliation(s)
- Sumaira Mubarik
- Department of Epidemiology and Biostatistics, School of Public Health, Wuhan University, 185 Donghu Road, Wuhan, 430071, Hubei, China
- PharmacoTherapy, -Epidemiology and -Economics, Groningen Research Institute of Pharmacy, University of Groningen, Groningen, The Netherlands
| | - Saima Shakil Malik
- Center for Biotechnology & Genomic Medicine (CBGM) Medical College of Georgia Augusta University, 1462 Laney Walker Blvd, Augusta, GA, 30912-4810, USA
| | - Zhang Yanran
- Department of Epidemiology and Biostatistics, School of Public Health, Wuhan University, 185 Donghu Road, Wuhan, 430071, Hubei, China
- Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology; Hubei Clinical Research Center for Infectious Diseases; Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences; Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Eelko Hak
- PharmacoTherapy, -Epidemiology and -Economics, Groningen Research Institute of Pharmacy, University of Groningen, Groningen, The Netherlands
| | - Nawsherwan
- Xiamen Cardiovascular Hospital of Xiamen University, School of Medicine, Xiamen University, Xiamen, Fujian, 361000, China
| | - Fang Wang
- Department of Biostatistics, School of Public Health, Xuzhou Medical University, Xuzhou, 221004, Jiangsu, China
| | - Chuanhua Yu
- Department of Epidemiology and Biostatistics, School of Public Health, Wuhan University, 185 Donghu Road, Wuhan, 430071, Hubei, China.
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De Jesus C, Moseley TW, Diaz V, Vishwanath V, Jean S, Elhatw A, Pria HRFD, Chung HL, Guirguis MS, Patel MM. The Benefits of Screening Mammography. CURRENT BREAST CANCER REPORTS 2023. [DOI: 10.1007/s12609-023-00479-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/05/2023]
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Vijayargahavan GR, Watkins J, Tyminski M, Venkataraman S, Amornsiripanitch N, Newburg A, Ghosh E, Vedantham S. Audit of Prior Screening Mammograms of Screen-Detected Cancers: Implications for the Delay in Breast Cancer Detection. Semin Ultrasound CT MR 2023; 44:62-69. [PMID: 36792275 PMCID: PMC9932301 DOI: 10.1053/j.sult.2022.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Abstract
When cancer is detected in a screening mammogram, on occasion retrospective review of prior screening (pre-index) mammograms indicates a likely presence of cancer. These missed cancers during pre-index screens constitute a delay in detection and diagnosis. This study was undertaken to quantify the missed cancer rate by auditing pre-index screens to improve the quality of mammography screening practice. From a cohort of 135 screen-detected cancers, 120 pre-index screening mammograms could be retrieved and served as the study sample. A consensus read by 2 radiologists who interpreted the pre-index screens in an unblinded manner with full knowledge of cancer location, cancer type, lesion type, and pathology served as the truth or reference standard. Five radiologists interpreted the pre-index screens in a blinded manner. Established performance metrics such as sensitivity and specificity were quantified for each reader in interpreting these pre-index screens in a blinded manner. All five radiologists detected lesions in 8/120 (6.7%) screens. Excluding the 2 readers whose performance was close to random, all the 3 remaining readers detected lesions in 13 pre-index screens. This indicates that there is a delay in diagnosis by at least one cycle from 8/120 (6.7%) to 13/120 (10.8%). There were no observable trends in terms of either the cancer type or the lesion type. Auditing prior screening mammograms in screen-detected cancers can help in identifying the proportion of cases that were missed during interpretation and help in quantifying the delay in breast cancer detection.
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Affiliation(s)
| | - Jade Watkins
- Department of Radiology, UMass Chan Medical School, Worcester, MA
| | - Monique Tyminski
- Department of Radiology, UMass Chan Medical School, Worcester, MA
| | | | | | - Adrienne Newburg
- Department of Radiology, Beth Israel Deaconess Medical Center, Boston, MA
| | - Erica Ghosh
- Department of Radiology, Atrius Health, Boston, MA
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Muacevic A, Adler JR, Choudhari SG. Thermography as a Breast Cancer Screening Technique: A Review Article. Cureus 2022; 14:e31251. [PMID: 36505165 PMCID: PMC9731505 DOI: 10.7759/cureus.31251] [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: 08/30/2022] [Accepted: 11/08/2022] [Indexed: 11/10/2022] Open
Abstract
Globally, breast cancer is the most frequently occurring cancer in women and is the reason for more disability-adjusted life years lost than any other type of cancer. Hence, early screening plays a vital role in reducing breast cancer mortality. Although mammography is the standard procedure used for screening and diagnosis of breast cancer, it still has some limitations. Other methods used for screening include ultrasound and clinical breast examination. Despite its limitations, mammography is the gold standard for screening breast malignancy. Another emerging method for screening is thermography. With recent technological advances, breast cancer screening through thermography has demonstrated several advantages over existing modalities. For this review, a literature search was performed using databases such as PubMed, Google Scholar, and ScienceDirect. The keywords searched included breast cancer, early detection, breast cancer screening, mammography, and thermography. This review discusses the benefits of thermography showing that it can be a significant modality for breast cancer screening. The recent developments in thermal sensors, imaging protocols, and computer-aided software diagnostics hold great promise for making this technique a mainstream screening method for cancer. Moreover, the use of artificial intelligence and thermal imaging to detect early-stage breast cancer can provide impressive results. Therefore, thermography will be a promising technology for the early detection of breast cancer.
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Saha D, Balasubramanian A, Kannan A, Pant A, Singh J, Prabhu S, Sundaramurthi S. Breast Cancer Screening in Young Women with the Advent of Newer Techniques: Current Evidence and Future Considerations. Ann Surg Oncol 2022; 29:8092-8093. [PMID: 36209328 DOI: 10.1245/s10434-022-12550-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 08/22/2022] [Indexed: 11/18/2022]
Affiliation(s)
- Debdeep Saha
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Akshay Balasubramanian
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Amudhan Kannan
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Arjun Pant
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Jaiveer Singh
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Selva Prabhu
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India
| | - Sudharsanan Sundaramurthi
- Department of Surgery, Jawaharlal Institute of Postgraduate Medical Education and Research (JIPMER), Puducherry, India.
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The Impact of Organised Screening Programs on Breast Cancer Stage at Diagnosis for Canadian Women Aged 40-49 and 50-59. Curr Oncol 2022; 29:5627-5643. [PMID: 36005182 PMCID: PMC9406663 DOI: 10.3390/curroncol29080444] [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: 06/23/2022] [Revised: 07/28/2022] [Accepted: 08/03/2022] [Indexed: 12/02/2022] Open
Abstract
The relationship between Canadian mammography screening practices for women 40−49 and breast cancer (BC) stage at diagnosis in women 40−49 and 50−59 years was assessed using data from the Canadian Cancer Registry, provincial/territorial screening practices, and screening information from the Canadian Community Health Survey. For the 2010 to 2017 period, women aged 40−49 were diagnosed with lesser relative proportions of stage I BC (35.7 vs. 45.3%; p < 0.001), but greater proportions of stage II (42.6 vs. 36.7%, p < 0.001) and III (17.3 vs. 13.1%, p < 0.001) compared to women 50−59. Stage IV was lower among women 40−49 than 50−59 (4.4% vs. 4.8%, p = 0.005). Jurisdictions with organised screening programs for women 40−49 with annual recall (screeners) were compared with those without (comparators). Women aged 40−49 in comparator jurisdictions had higher proportions of stages II (43.7% vs. 40.7%, p < 0.001), III (18.3% vs. 15.6%, p < 0.001) and IV (4.6% vs. 3.9%, p = 0.001) compared to their peers in screener jurisdictions. Based on screening practices for women aged 40−49, women aged 50−59 had higher proportions of stages II (37.2% vs. 36.0%, p = 0.003) and III (13.6% vs. 12.3%, p < 0.001) in the comparator versus screener groups. The results of this study can be used to reassess the optimum lower age for BC screening in Canada.
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