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Shiri I, Salimi Y, Mohammadi Kazaj P, Bagherieh S, Amini M, Saberi Manesh A, Zaidi H. Deep Radiogenomics Sequencing for Breast Tumor Gene-Phenotype Decoding Using Dynamic Contrast Magnetic Resonance Imaging. Mol Imaging Biol 2025:10.1007/s11307-025-01981-x. [PMID: 39815134 DOI: 10.1007/s11307-025-01981-x] [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: 04/28/2024] [Revised: 12/18/2024] [Accepted: 12/31/2024] [Indexed: 01/18/2025]
Abstract
PURPOSE We aim to perform radiogenomic profiling of breast cancer tumors using dynamic contrast magnetic resonance imaging (MRI) for the estrogen receptor (ER), progesterone receptor (PR), and human epidermal growth factor receptor 2 (HER2) genes. METHODS The dataset used in the current study consists of imaging data of 922 biopsy-confirmed invasive breast cancer patients with ER, PR, and HER2 gene mutation status. Breast MR images, including a T1-weighted pre-contrast sequence and three post-contrast sequences, were enrolled for analysis. All images were corrected using N4 bias correction algorithms. Based on all images and tumor masks, a bounding box of 128 × 128 × 68 was chosen to include all tumor regions. All networks were implemented in 3D fashion with input sizes of 128 × 128 × 68, and four images were input to each network for multi-channel analysis. Data were randomly split into train/validation (80%) and test set (20%) with stratification in class (patient-wise), and all metrics were reported in 20% of the untouched test dataset. RESULTS For ER prediction, SEResNet50 achieved an AUC mean of 0.695 (CI95%: 0.610-0.775), a sensitivity of 0.564, and a specificity of 0.787. For PR prediction, ResNet34 achieved an AUC mean of 0.658 (95% CI: 0.573-0.741), a sensitivity of 0.593, and a specificity of 0.734. For HER2 prediction, SEResNext101 achieved an AUC mean of 0.698 (95% CI: 0.560-0.822), a sensitivity of 0.750, and a specificity of 0.625. CONCLUSION The current study demonstrated the feasibility of imaging gene-phenotype decoding in breast tumors using MR images and deep learning algorithms with moderate performance.
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Affiliation(s)
- Isaac Shiri
- Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, CH-1211, Geneva, Switzerland
| | - Yazdan Salimi
- Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, CH-1211, Geneva, Switzerland
| | | | - Sara Bagherieh
- School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Mehdi Amini
- Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, CH-1211, Geneva, Switzerland
| | - Abdollah Saberi Manesh
- Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, CH-1211, Geneva, Switzerland
| | - Habib Zaidi
- Division of Nuclear Medicine and Molecular Imaging, Geneva University Hospital, CH-1211, Geneva, Switzerland.
- Department of Nuclear Medicine and Molecular Imaging, University of Groningen, University Medical Center Groningen, Groningen, Netherlands.
- Department of Nuclear Medicine, University of Southern Denmark, Odense, Denmark.
- University Research and Innovation Center, Óbuda University, Budapest, Hungary.
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McKee Hurwitz H, Shah C. Cancer Prevention for Women Experiencing Homelessness: Onsite Mammography, Navigation, and Education. JCO Oncol Pract 2024; 20:1715-1720. [PMID: 38986028 DOI: 10.1200/op.24.00188] [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: 03/06/2024] [Revised: 05/20/2024] [Accepted: 05/29/2024] [Indexed: 07/12/2024] Open
Abstract
PURPOSE Persons experiencing homelessness (PEHs) represent a medically underserved population with a disproportionately high rate of late-stage cancer diagnoses and cancer mortality. During mobile onsite mammography and breast health education events, we studied PEH's barriers to and uptake of cancer screenings. METHODS This study used patient surveys and review of the electronic health record. The main outcome measures included mammogram and diagnostic imaging (as needed) results. A questionnaire assessed patient's views and barriers related to social determinants of health. The study included women accessing community organization resources who were 40 years or older or who met criteria for screening mammography. RESULTS Forty-six individuals completed mammograms and 41 individuals participated in the survey, for a response rate of 89%. Thirty-five participants (85%) held health insurance provided by a Medicaid managed plan. Thirty-six participants (87%) received a negative mammogram result, and five participants (12%) required follow-up for abnormal results. Of these five, two participants completed diagnostic follow-up with negative results, and three did not complete diagnostic follow-up. In addition to barriers related to housing insecurity, five patients (12%) reported transportation barriers. A majority (n = 28, 68%) disagreed or strongly disagreed with the statement, "I'm afraid the mammogram will be painful." A majority (n = 31, 76%) disagreed or strongly disagreed with the statement, "I'm busy and do not have time." Nearly all participants (n = 37, 90%) responded yes to the statement, "I believe in preventative care screenings." Eight participants (20%) completed at least one additional cancer screening. CONCLUSION By creating enduring programs offering screening, navigation, and education, academic-community partnerships may begin to address the increased cancer mortality among PEHs by improving screening adherence.
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Affiliation(s)
- Heather McKee Hurwitz
- Department of Hematology and Medical Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH
| | - Chirag Shah
- Department of Radiation Oncology, Taussig Cancer Institute, Cleveland Clinic, Cleveland, OH
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Aldila F, Fj FN, Audrienna J, Sj LL, Tang S, Tanu SG, Fernandez EA, Agatha FA, Wijaya M, Sormin STB, Sani L, Irwanto A, Haryono SJ, Li J, Chan A, Hartman M. What do women want to see in a personalized breast cancer risk report? A qualitative study of Asian women of two countries. J Community Genet 2024; 15:517-528. [PMID: 39320562 PMCID: PMC11549266 DOI: 10.1007/s12687-024-00735-6] [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: 04/04/2024] [Accepted: 09/09/2024] [Indexed: 09/26/2024] Open
Abstract
A breast cancer risk assessment tool for Asian populations, incorporating Polygenic Risk Score and Gail Model algorithm, has been established and validated. However, effective methods for delivering personalized risk information remain underexplored. This study aims to identify and develop effective methods for conveying breast cancer risk information to Asian women. Through ten focus group discussions with 32 women in Indonesia and Singapore, we explored preferences for the presentation of risk information. Participants favored comprehensive reports featuring actionable steps, simplified language, non-intimidating visuals, and personalized risk reduction recommendations. Singaporean participants, more aware of breast cancer prevention, showed a lower likelihood of seeking follow-ups upon receiving low-risk results compared to Indonesians. Overall, participants found the reports useful and advocated for similar approaches in other disease assessments. Balancing content and complexity in reports is crucial, highlighting the need for improved patient understanding and engagement with healthcare providers. Future studies could explore physicians' roles in delivering personalized risk assessments for breast cancer prevention.
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Affiliation(s)
- Fatma Aldila
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore.
| | - Fiona Ng Fj
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore
| | | | - Lynn Lim Sj
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore
| | - Shannon Tang
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore
| | | | | | | | - Marco Wijaya
- SJH Initiatives, MRCCC Siloam Hospitals Semanggi, Jakarta, Indonesia
| | | | - Levana Sani
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore
| | - Astrid Irwanto
- NalaGenetics Pte Ltd (NalaGenetics), Bukit merah, Singapore
| | - Samuel J Haryono
- SJH Initiatives, MRCCC Siloam Hospitals Semanggi, Jakarta, Indonesia
| | - Jingmei Li
- Agency for Science, Technology and Research (A*STAR), Genome Institute of Singapore, Biopolis, Singapore
| | - Alexandre Chan
- School of Pharmacy & Pharmaceutical Sciences, University of California, Irvine, USA
| | - Mikael Hartman
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Queenstown, Singapore
- Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Queenstown, Singapore
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Silva ARD, Nicolella AC, Pazello ET. [Analysis of the effect of mammography allocation on women's health indicators]. CAD SAUDE PUBLICA 2024; 40:e00220122. [PMID: 39082499 PMCID: PMC11290823 DOI: 10.1590/0102-311xpt220122] [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: 11/17/2022] [Revised: 02/05/2024] [Accepted: 02/16/2024] [Indexed: 08/02/2024] Open
Abstract
The early detection of breast cancer enables more effective forms of treatment. However, widespread access to its main screening tool, mammography, remains a challenge for the Brazilian public health system. This study aimed to analyze the effect of allocating mammography equipment on women's health indicators. In 2013, of the 4,557 municipalities that lacked the equipment, 260 received it up to 2019. The main hypothesis of this study suggests that receiving the mammography device would show a heterogeneous effect between locations and that such receival would depend on observable (propensity score matching) and non-observable variables (fixed effects model). Results indicate that the Brazilian municipalities that had mammography equipment in use from 2014 onward increased their number of exams without short-term effects to diagnoses and deaths due to malignant breast neoplasia. In addition to equipment, a more complex structure involving other factors (such as access to consultations, qualified professionals, waiting time, etc.) is important to improve women's health indicators in the analyzed municipalities.
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Affiliation(s)
- Alana Ramos da Silva
- Faculdade de Economia, Administração e Contabilidade de Ribeirão Preto, Universidade de São Paulo, Ribeirão Preto, Brasil
| | - Alexandre Chibebe Nicolella
- Faculdade de Economia, Administração e Contabilidade de Ribeirão Preto, Universidade de São Paulo, Ribeirão Preto, Brasil
| | - Elaine Toldo Pazello
- Faculdade de Economia, Administração e Contabilidade de Ribeirão Preto, Universidade de São Paulo, Ribeirão Preto, Brasil
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Al-Balas M, Al-Balas H, AlAmer Z, Al-Taweel G, Ghabboun A, Al Bzoor F, Abumkarab S, Bakr TA, Eleiwat B. Clinical outcomes of screening and diagnostic mammography in a limited resource healthcare system. BMC Womens Health 2024; 24:191. [PMID: 38515093 PMCID: PMC10956363 DOI: 10.1186/s12905-024-03007-0] [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: 08/19/2023] [Accepted: 02/28/2024] [Indexed: 03/23/2024] Open
Abstract
INTRODUCTION Breast cancer is a significant public health concern in Jordan. It is the most common cancer among Jordanian women. Despite its high incidence and advanced stage at time of diagnosis, the uptake of breast cancer screening in Jordan is low. This study aims to compare clinical outcomes of both screening and diagnostic mammogram among women in Jordan. METHODS A retrospective cohort of 1005 women who underwent mammography in breast imaging unit in a tertiary hospital in Jordan. It aimed to investigate outcomes of screening and diagnostic mammography. recall rates, clinical manifestations and cancer rates were investigated. RESULTS A total of 1005 participants were involved and divided into screening group (n = 634) and diagnostic group (n = 371). Women in the diagnostic group were more likely to be younger, premenopausal, smokers with higher BMI. Among the screening group, 22.3% were labeled with abnormal mammogram, 26% recalled for ultrasound, 46 patients underwent tissue biopsy and a total of 12 patients had a diagnosis of breast carcinoma. Among the diagnostic group, the most commonly reported symptoms were a feeling of breast mass, mastalgia and nipple discharge. Abnormal mammogram was reported in 50.4% of women, a complementary ultrasound was performed for 205 patients. A diagnostic Tru-cut biopsy for 144 patients and diagnostic excisional biopsy for 17 patients were performed. A total of 131 had a diagnosis of carcinoma. CONCLUSION With the high possibility of identifying a carcinoma in mammography among symptomatic women and low uptake of screening mammogram, efforts to increase awareness and improve access to screening services are crucial in reducing the burden of breast cancer in Jordan.
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Affiliation(s)
- Mahmoud Al-Balas
- Department of General Surgery, Urology and Anesthesia, The Hashemite University, Zarqa, 13133, Jordan.
| | - Hamzeh Al-Balas
- Department of General Surgery, Urology and Anesthesia, The Hashemite University, Zarqa, 13133, Jordan
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Raver E, Xu WY, Jung J, Lee S. Breast cancer screening among Medicare Advantage enrollees with dementia. BMC Health Serv Res 2024; 24:283. [PMID: 38443911 PMCID: PMC10916275 DOI: 10.1186/s12913-024-10740-7] [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: 10/31/2023] [Accepted: 02/18/2024] [Indexed: 03/07/2024] Open
Abstract
BACKGROUND The decision to screen for breast cancer among older adults with dementia is complex and must often be individualized, as these individuals have an elevated risk of harm from over-screening. Medicare beneficiaries with dementia are increasingly enrolling in Medicare Advantage plans, which typically promote receipt of preventive cancer screening among their enrollees. This study examined the utilization of breast cancer screening among Medicare enrollees with dementia, in Medicare Advantage and in fee-for-service Medicare. METHODS We conducted a pooled cross-sectional study of women with Alzheimer's disease and related dementias or cognitive impairment who were eligible for mammogram screening. We used Medicare Current Beneficiary Survey data to identify utilization of biennial mammogram screening between 2012 and 2019. Poisson regression models were used to estimate prevalence ratios of mammogram utilization and to calculate adjusted mammogram rates for Medicare Advantage and fee-for-service Medicare enrollees with dementia, and further stratified by rurality and by dual eligibility for Medicare and Medicaid. RESULTS Mammogram utilization was 16% higher (Prevalence Ratio [PR] 1.16; 95% CI: 1.05, 1.29) among Medicare Advantage enrollees with dementia, compared to their counterparts in fee-for-service Medicare. Rural enrollees experienced no significant difference (PR 0.99; 95% CI: 0.72, 1.37) in mammogram use between Medicare Advantage and fee-for-service Medicare enrollees. Among urban enrollees, Medicare Advantage enrollment was associated with a 21% higher mammogram rate (PR 1.21; 95% CI: 1.09, 1.35). Dual-eligible Medicare Advantage enrollees had a 34% higher mammogram rate (PR 1.34; 95% CI: 1.10, 1.63) than dual-eligible fee-for-service Medicare enrollees. Among non-dual-eligible enrollees, adjusted mammogram rates were not significantly different (PR 1.11; 95% CI: 0.99, 1.24) between Medicare Advantage and fee-for-service Medicare enrollees. CONCLUSIONS Medicare beneficiaries age 65-74 with Alzheimer's disease and related dementias or cognitive impairment had a higher mammogram use rate when they were enrolled in Medicare Advantage plans compared to fee-for-service Medicare, especially when they were dual-eligible or lived in urban areas. However, some Medicare Advantage enrollees with Alzheimer's disease and related dementias or cognitive impairment may have experienced over-screening for breast cancer.
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Affiliation(s)
- Eli Raver
- Division of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Wendy Y Xu
- Division of Health Services Management and Policy, College of Public Health, The Ohio State University, Columbus, OH, USA
| | - Jeah Jung
- Department of Health Administration and Policy, College of Public Health, George Mason University, Fairfax, VA, USA
| | - Sunmin Lee
- Department of Medicine, School of Medicine & Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA, USA.
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Angrist JD, Hull P. Instrumental variables methods reconcile intention-to-screen effects across pragmatic cancer screening trials. Proc Natl Acad Sci U S A 2023; 120:e2311556120. [PMID: 38100416 PMCID: PMC10742387 DOI: 10.1073/pnas.2311556120] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 11/03/2023] [Indexed: 12/17/2023] Open
Abstract
Pragmatic cancer screening trials mimic real-world scenarios in which patients and doctors are the ultimate arbiters of treatment. Intention-to-screen (ITS) analyses of such trials maintain randomization-based apples-to-apples comparisons, but differential adherence (the failure of subjects assigned to screening to get screened) makes ITS effects hard to compare across trials and sites. We show how instrumental variables (IV) methods address the nonadherence challenge in a comparison of estimates from 17 sites in five randomized trials measuring screening effects on colorectal cancer incidence. While adherence rates and ITS estimates vary widely across and within trials, IV estimates of per-protocol screening effects are remarkably consistent. An application of simple IV tools, including graphical analysis and formal statistical tests, shows how differential adherence explains variation in ITS impact. Screening compliers are also shown to have demographic characteristics similar to those of the full trial study sample. These findings argue for the clinical relevance of IV estimates of cancer screening effects.
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Affiliation(s)
- Joshua D. Angrist
- Department of Economics and National Bureau of Economic Research, Massachusetts Institute of Technology, Cambridge, MA02142
| | - Peter Hull
- Department of Economics and National Bureau of Economic Research, Brown University, Providence, RI02912
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Guthmuller S, Carrieri V, Wübker A. Effects of organized screening programs on breast cancer screening, incidence, and mortality in Europe. JOURNAL OF HEALTH ECONOMICS 2023; 92:102803. [PMID: 37688931 DOI: 10.1016/j.jhealeco.2023.102803] [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: 06/18/2022] [Revised: 08/16/2023] [Accepted: 08/18/2023] [Indexed: 09/11/2023]
Abstract
We link data on regional Organized Screening Programs (OSPs) throughout Europe with survey data and population-based cancer registries to estimate effects of OSPs on breast cancer screening (mammography), incidence, and mortality. Identification is from regional variation in the existence and timing of OSPs, and in their age-eligibility criteria. We estimate that OSPs, on average, increase mammography by 25 percentage points, increase breast cancer incidence by 16% five years after the OSPs implementation, and reduce breast cancer mortality by about 10% ten years after.
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Affiliation(s)
- Sophie Guthmuller
- Health Economics and Policy group, Department of Socioeconomics, Vienna University of Economics and Business, Welthandelsplatz 1, Building D4 1020 Vienna, Austria; RWI-Leibniz Institute for Economic Research, Hohenzollernstr. 1-3 45128 Essen, Germany; European Commission, Joint Research Centre, Ispra, VA, Italy.
| | - Vincenzo Carrieri
- RWI-Leibniz Institute for Economic Research, Hohenzollernstr. 1-3 45128 Essen, Germany; Department of Political and Social Sciences, University of Calabria 87036, Rende, Italy; Forschungsinstitut zur Zukunft der Arbeit (IZA), Schaumburg-Lippe-Straße 5-9 53113 Bonn, Germany
| | - Ansgar Wübker
- RWI-Leibniz Institute for Economic Research, Hohenzollernstr. 1-3 45128 Essen, Germany; Hochschule Harz, Friedrichstraße 57-59 38855 Wernigerode, Germany
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Ho PJ, Lim EH, Hartman M, Wong FY, Li J. Breast cancer risk stratification using genetic and non-genetic risk assessment tools for 246,142 women in the UK Biobank. Genet Med 2023; 25:100917. [PMID: 37334786 DOI: 10.1016/j.gim.2023.100917] [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: 01/31/2023] [Revised: 06/08/2023] [Accepted: 06/09/2023] [Indexed: 06/20/2023] Open
Abstract
PURPOSE The benefit of using individual risk prediction tools to identify high-risk individuals for breast cancer (BC) screening is uncertain, despite the personalized approach of risk-based screening. METHODS We studied the overlap of predicted high-risk individuals among 246,142 women enrolled in the UK Biobank. Risk predictors assessed include the Gail model (Gail), BC family history (FH, binary), BC polygenic risk score (PRS), and presence of loss-of-function (LoF) variants in BC predisposition genes. Youden J-index was used to select optimal thresholds for defining high-risk. RESULTS In total, 147,399 were considered at high risk for developing BC within the next 2 years by at least 1 of the 4 risk prediction tools examined (Gail2-year > 0.5%: 47%, PRS2-yea r > 0.7%: 30%, FH: 6%, and LoF: 1%); 92,851 (38%) were flagged by only 1 risk predictor. The overlap between individuals flagged as high-risk because of genetic (PRS) and Gail model risk factors was 30%. The best-performing combinatorial model comprises a union of high-risk women identified by PRS, FH, and, LoF (AUC2-year [95% CI]: 62.2 [60.8 to 63.6]). Assigning individual weights to each risk prediction tool increased discriminatory ability. CONCLUSION Risk-based BC screening may require a multipronged approach that includes PRS, predisposition genes, FH, and other recognized risk factors.
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Affiliation(s)
- Peh Joo Ho
- Laboratory of Women's Health and Genetics, Genome Institute of Singapore, A∗STAR Research Entities, Singapore; Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Elaine H Lim
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Mikael Hartman
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Saw Swee Hock School of Public Health, National University of Singapore, Singapore; Department of Surgery, University Surgical Cluster, National University Hospital, Singapore, Singapore
| | - Fuh Yong Wong
- Division of Radiation Oncology, National Cancer Centre Singapore, Singapore, Singapore
| | - Jingmei Li
- Laboratory of Women's Health and Genetics, Genome Institute of Singapore, A∗STAR Research Entities, Singapore; Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
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Kowalski AE. Behaviour within a Clinical Trial and Implications for Mammography Guidelines. THE REVIEW OF ECONOMIC STUDIES 2023; 90:432-462. [PMID: 36798741 PMCID: PMC9928190 DOI: 10.1093/restud/rdac022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
Mammography guidelines have weakened in response to evidence that mammograms diagnose breast cancers that would never eventually cause symptoms, a phenomenon called "overdiagnosis." Given concerns about overdiagnosis, instead of recommending mammograms, US guidelines encourage women aged 40-49 to get them as they see fit. To assess whether these guidelines target women effectively, I propose an approach that examines mammography behavior within an influential clinical trial that followed participants long enough to find overdiagnosis. I find that women who are more likely to receive mammograms are healthier and have higher socioeconomic status. More importantly, I find that the 20-year level of overdiagnosis is at least 3.5 times higher among women who are most likely to receive mammograms. At least 36% of their cancers are overdiagnosed. These findings imply that US guidelines encourage mammograms among healthier women who are more likely to be overdiagnosed by them. Guidelines in other countries do not.
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