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Santos ROMD, Assis MD, Dias MBK, Tomazelli JG. [Risk of false-positive result in mammography screening in Brazil]. CAD SAUDE PUBLICA 2023; 39:e00117922. [PMID: 37255192 PMCID: PMC10641911 DOI: 10.1590/0102-311xpt117922] [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: 06/23/2022] [Revised: 03/09/2023] [Accepted: 03/17/2023] [Indexed: 06/01/2023] Open
Abstract
False-positive results on mammography screening are common, putting a burden on both women and the health care system. This study aimed to estimate the risk of false-positive results in Brazilian mammography screening based on data from the Brazilian Unified National Health System (SUS) information systems. A retrospective cohort study was conducted with women aged 40-69 years, who underwent mammography screening and breast histopathological examination at SUS from 2017 to 2019. The rate of false-positive results was estimated based on the prevalence of altered BI-RADS results on mammography screening and the proportion of benign results on breast histopathological examination. Of the 10,671 women with histopathological examination at SUS, 46.2% had a benign result, and this proportion was significantly higher in women aged 40-49 years compared to women aged 50-69 years. The estimate of false-positive results was 8.18 cases per 100 women aged 40-49 years and 6.06 per 100 women aged 50-69 years. This information is useful for public managers in evaluating mammography screening programs, as well as for health care providers to guide women on the implications of mammography screening.
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Affiliation(s)
| | - Mônica de Assis
- Coordenação de Prevenção e Vigilância, Instituto Nacional de Câncer, Rio de Janeiro, Brasil
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Tsuruda KM, Larsen M, Román M, Hofvind S. Cumulative risk of a false-positive screening result: A retrospective cohort study using empirical data from 10 biennial screening rounds in BreastScreen Norway. Cancer 2021; 128:1373-1380. [PMID: 34931707 DOI: 10.1002/cncr.34078] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 11/17/2021] [Accepted: 12/06/2021] [Indexed: 11/06/2022]
Abstract
BACKGROUND False-positive screening results are an inevitable and commonly recognized disadvantage of mammographic screening. This study estimated the cumulative probability of experiencing a first false-positive screening result in women attending 10 biennial screening rounds in BreastScreen Norway, which targets women aged 50 to 69 years. METHODS This retrospective cohort study analyzed screening outcomes from 421,545 women who underwent 1,894,523 screening examinations during 1995-2019. Empirical data were used to calculate the cumulative risk of experiencing a first false-positive screening result and a first false-positive screening result that involved an invasive procedure over 10 screening rounds. Logistic regression was used to evaluate the effect of adjusting for irregular attendance, age at screening, and number of screens attended. RESULTS The cumulative risk of experiencing a first false-positive screening result was 18.04% (95% confidence interval [CI], 18.00%-18.07%). It was 5.01% (95% CI, 5.01%-5.02%) for experiencing a false-positive screening result that involved an invasive procedure. Adjusting for irregular attendance or age at screening did not appreciably affect these estimates. After adjustments for the number of screens attended, the cumulative risk of a first false-positive screening result was 18.28% (95% CI, 18.24%-18.32%), and the risk of a false-positive screening result including an invasive procedure was 5.11% (95% CI, 5.11%-5.22%). This suggested that there was minimal bias from dependent censoring. CONCLUSIONS Nearly 1 in 5 women will experience a false-positive screening result if they attend 10 biennial screening rounds in BreastScreen Norway. One in 20 will experience a false-positive screening result with an invasive procedure. LAY SUMMARY A false-positive screening result occurs when a woman attending mammographic screening is called back for further assessment because of suspicious findings, but the assessment does not detect breast cancer. Further assessment includes additional imaging. Usually, it involves ultrasound, and sometimes, it involves a biopsy. This study has evaluated the chance of experiencing a false-positive screening result among women attending 10 screening examinations over 20 years in BreastScreen Norway. Nearly 1 in 5 women will experience a false-positive screening result over 10 screening rounds. One in 20 women will experience a false-positive screening result involving a biopsy.
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Affiliation(s)
- Kaitlyn M Tsuruda
- Section for Breast Cancer Screening, Cancer Registry of Norway, Oslo, Norway
| | - Marthe Larsen
- Section for Breast Cancer Screening, Cancer Registry of Norway, Oslo, Norway
| | - Marta Román
- Department of Epidemiology and Evaluation, Hospital del Mar Medical Research Institute, Barcelona, Spain
| | - Solveig Hofvind
- Section for Breast Cancer Screening, Cancer Registry of Norway, Oslo, Norway.,Department of Health and Care Sciences, Faculty of Health Sciences, Arctic University of Norway, Tromsø, Norway
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Henriksen EL, Carlsen JF, Vejborg IMM, Nielsen MB, Lauridsen CA. The efficacy of using computer-aided detection (CAD) for detection of breast cancer in mammography screening: a systematic review. Acta Radiol 2019; 60:13-18. [PMID: 29665706 DOI: 10.1177/0284185118770917] [Citation(s) in RCA: 50] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Early detection of breast cancer (BC) is crucial in lowering the mortality. PURPOSE To present an overview of studies concerning computer-aided detection (CAD) in screening mammography for early detection of BC and compare diagnostic accuracy and recall rates (RR) of single reading (SR) with SR + CAD and double reading (DR) with SR + CAD. MATERIAL AND METHODS PRISMA guidelines were used as a review protocol. Articles on clinical trials concerning CAD for detection of BC in a screening population were included. The literature search resulted in 1522 records. A total of 1491 records were excluded by abstract and 18 were excluded by full text reading. A total of 13 articles were included. RESULTS All but two studies from the SR vs. SR + CAD group showed an increased sensitivity and/or cancer detection rate (CDR) when adding CAD. The DR vs. SR + CAD group showed no significant differences in sensitivity and CDR. Adding CAD to SR increased the RR and decreased the specificity in all but one study. For the DR vs. SR + CAD group only one study reported a significant difference in RR. CONCLUSION All but two studies showed an increase in RR, sensitivity and CDR when adding CAD to SR. Compared to DR no statistically significant differences in sensitivity or CDR were reported. Additional studies based on organized population-based screening programs, with longer follow-up time, high-volume readers, and digital mammography are needed to evaluate the efficacy of CAD.
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Affiliation(s)
- Emilie L Henriksen
- Department of Diagnostic Radiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
- Department of technology, Faculty of Health and Technology, Metropolitan University College, Copenhagen, Denmark
| | - Jonathan F Carlsen
- Department of Diagnostic Radiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Ilse MM Vejborg
- Department of Diagnostic Radiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Michael B Nielsen
- Department of Diagnostic Radiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
| | - Carsten A Lauridsen
- Department of Diagnostic Radiology, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark
- Department of technology, Faculty of Health and Technology, Metropolitan University College, Copenhagen, Denmark
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Lynge E, Bak M, von Euler-Chelpin M, Kroman N, Lernevall A, Mogensen NB, Schwartz W, Wronecki AJ, Vejborg I. Outcome of breast cancer screening in Denmark. BMC Cancer 2017; 17:897. [PMID: 29282034 PMCID: PMC5745763 DOI: 10.1186/s12885-017-3929-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2017] [Accepted: 12/18/2017] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND In Denmark, national roll-out of a population-based, screening mammography program took place in 2007-2010. We report on outcome of the first four biennial invitation rounds. METHODS Data on screening outcome were retrieved from the 2015 and 2016 national screening quality reports. We calculated coverage by examination; participation after invitation; detection-, interval cancer- and false-positive rates; cancer characteristics; sensitivity and specificity, for Denmark and for the five regions. RESULTS At the national level coverage by examination remained at 75-77%; lower in the Capital Region than in the rest of Denmrk. Detection rate was slightly below 1% at first screen, 0.6% at subsequent screens, and one region had some fluctuation over time. Ductal carcinoma in situ (DCIS) constituted 13-14% of screen-detected cancers. In subsequent rounds, 80% of screen-detected invasive cancers were node negative and 40% ≤10 mm. False-positive rate was around 2%; higher for North Denmark Region than for the rest of Denmark. Three out of 10 breast cancers in screened women were diagnosed as interval cancers. CONCLUSIONS High coverage by examination and low interval cancer rate are required for screening to decrease breast cancer mortality. Two pioneer local screening programs starting in the 1990s were followed by a decrease in breast cancer mortality of 22-25%. Coverage by examination and interval cancer rate of the national program were on the favorable side of values from the pioneer programs. It appears that the implementation of a national screening program in Denmark has been successful, though regional variations need further evaluation to assure optimization of the program.
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MESH Headings
- Aged
- Breast Neoplasms/diagnosis
- Breast Neoplasms/epidemiology
- Breast Neoplasms/mortality
- Carcinoma, Ductal, Breast/diagnosis
- Carcinoma, Ductal, Breast/epidemiology
- Carcinoma, Ductal, Breast/mortality
- Carcinoma, Intraductal, Noninfiltrating/diagnosis
- Carcinoma, Intraductal, Noninfiltrating/epidemiology
- Carcinoma, Intraductal, Noninfiltrating/mortality
- Denmark/epidemiology
- Early Detection of Cancer/mortality
- Female
- Follow-Up Studies
- Humans
- Mammography/mortality
- Middle Aged
- Outcome Assessment, Health Care
- Prognosis
- Survival Rate
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Affiliation(s)
- Elsebeth Lynge
- Department of Public Health, University of Copenhagen, Øster Farimagsgade 5, 1014 Copenhagen, Denmark
| | - Martin Bak
- Department of Pathology, Odense University Hospital, J. B. Winsløws Vej 15, 5000 Odense, Denmark
| | - My von Euler-Chelpin
- Department of Public Health, University of Copenhagen, Øster Farimagsgade 5, 1014 Copenhagen, Denmark
| | - Niels Kroman
- Department of Breast Surgery, Copenhagen University Hospital Herlev, Blegdamsvej 9, 2100 Copenhagen, Denmark
| | - Anders Lernevall
- Department of Public Health Programmes, Randers Regional Hospital, Skovlyvej 15, 8930 Randers NØ, Denmark
| | | | - Walter Schwartz
- Mammography Centre, Odense University Hospital, J. B. Winsløws Vej 15, 5000 Odense, Denmark
| | - Adam Jan Wronecki
- Radiology Department, Aalborg Univeristy Hospital, Hobrovej 18-22, 9000 Aalborg, Denmark
| | - Ilse Vejborg
- Radiology Department, Copenhagen University Hospital Rigshospitalet, Blegdamsvej 9, 2200 Copenhagen, Denmark
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Winkel RR, Euler-Chelpin MV, Lynge E, Diao P, Lillholm M, Kallenberg M, Forman JL, Nielsen MB, Uldall WY, Nielsen M, Vejborg I. Risk stratification of women with false-positive test results in mammography screening based on mammographic morphology and density: A case control study. Cancer Epidemiol 2017; 49:53-60. [DOI: 10.1016/j.canep.2017.05.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2016] [Revised: 05/10/2017] [Accepted: 05/12/2017] [Indexed: 11/15/2022]
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Position paper on screening for breast cancer by the European Society of Breast Imaging (EUSOBI) and 30 national breast radiology bodies from Austria, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czech Republic, Denmark, Estonia, Finland, France, Germany, Greece, Hungary, Iceland, Ireland, Italy, Israel, Lithuania, Moldova, The Netherlands, Norway, Poland, Portugal, Romania, Serbia, Slovakia, Spain, Sweden, Switzerland and Turkey. Eur Radiol 2016; 27:2737-2743. [PMID: 27807699 PMCID: PMC5486792 DOI: 10.1007/s00330-016-4612-z] [Citation(s) in RCA: 107] [Impact Index Per Article: 13.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2016] [Revised: 08/29/2016] [Accepted: 09/15/2016] [Indexed: 11/19/2022]
Abstract
Abstract EUSOBI and 30 national breast radiology bodies support mammography for population-based screening, demonstrated to reduce breast cancer (BC) mortality and treatment impact. According to the International Agency for Research on Cancer, the reduction in mortality is 40 % for women aged 50–69 years taking up the invitation while the probability of false-positive needle biopsy is <1 % per round and overdiagnosis is only 1–10 % for a 20-year screening. Mortality reduction was also observed for the age groups 40–49 years and 70–74 years, although with “limited evidence”. Thus, we firstly recommend biennial screening mammography for average-risk women aged 50–69 years; extension up to 73 or 75 years, biennially, is a second priority, from 40–45 to 49 years, annually, a third priority. Screening with thermography or other optical tools as alternatives to mammography is discouraged. Preference should be given to population screening programmes on a territorial basis, with double reading. Adoption of digital mammography (not film-screen or phosphor-plate computer radiography) is a priority, which also improves sensitivity in dense breasts. Radiologists qualified as screening readers should be involved in programmes. Digital breast tomosynthesis is also set to become “routine mammography” in the screening setting in the next future. Dedicated pathways for high-risk women offering breast MRI according to national or international guidelines and recommendations are encouraged. Key points • EUSOBI and 30 national breast radiology bodies support screening mammography. • A first priority is double-reading biennial mammography for women aged 50–69 years. • Extension to 73–75 and from 40–45 to 49 years is also encouraged. • Digital mammography (not film-screen or computer radiography) should be used. • DBT is set to become “routine mammography” in the screening setting in the next future.
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Singh D, Pitkäniemi J, Malila N, Anttila A. Cumulative risk of false positive test in relation to breast symptoms in mammography screening: a historical prospective cohort study. Breast Cancer Res Treat 2016; 159:305-13. [PMID: 27496148 PMCID: PMC5012157 DOI: 10.1007/s10549-016-3931-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2016] [Accepted: 07/27/2016] [Indexed: 12/29/2022]
Abstract
Mammography has been found effective as the primary screening test for breast cancer. We estimated the cumulative probability of false positive screening test results with respect to symptom history reported at screen. A historical prospective cohort study was done using individual screening data from 413,611 women aged 50-69 years with 2,627,256 invitations for mammography screening between 1992 and 2012 in Finland. Symptoms (lump, retraction, and secretion) were reported at 56,805 visits, and 48,873 visits resulted in a false positive mammography result. Generalized linear models were used to estimate the probability of at least one false positive test and true positive at screening visits. The estimates were compared among women with and without symptoms history. The estimated cumulative probabilities were 18 and 6 % for false positive and true positive results, respectively. In women with a history of a lump, the cumulative probabilities of false positive test and true positive were 45 and 16 %, respectively, compared to 17 and 5 % with no reported lump. In women with a history of any given symptom, the cumulative probabilities of false positive test and true positive were 38 and 13 %, respectively. Likewise, women with a history of a 'lump and retraction' had the cumulative false positive probability of 56 %. The study showed higher cumulative risk of false positive tests and more cancers detected in women who reported symptoms compared to women who did not report symptoms at screen. The risk varies substantially, depending on symptom types and characteristics. Information on breast symptoms influences the balance of absolute benefits and harms of screening.
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Affiliation(s)
- Deependra Singh
- Finnish Cancer Registry, Unioninkatu 22, 00130, Helsinki, Finland.
- School of Health Sciences, University of Tampere, Arvo Building, Lääkärinkatu 1, 33014, Tampere, Finland.
| | - Janne Pitkäniemi
- Finnish Cancer Registry, Unioninkatu 22, 00130, Helsinki, Finland
| | - Nea Malila
- Finnish Cancer Registry, Unioninkatu 22, 00130, Helsinki, Finland
- School of Health Sciences, University of Tampere, Arvo Building, Lääkärinkatu 1, 33014, Tampere, Finland
| | - Ahti Anttila
- Finnish Cancer Registry, Unioninkatu 22, 00130, Helsinki, Finland
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Miglioretti DL, Lange J, van den Broek JJ, Lee CI, van Ravesteyn NT, Ritley D, Kerlikowske K, Fenton JJ, Melnikow J, de Koning HJ, Hubbard RA. Radiation-Induced Breast Cancer Incidence and Mortality From Digital Mammography Screening: A Modeling Study. Ann Intern Med 2016; 164:205-14. [PMID: 26756460 PMCID: PMC4878445 DOI: 10.7326/m15-1241] [Citation(s) in RCA: 93] [Impact Index Per Article: 11.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Estimates of risk for radiation-induced breast cancer from mammography screening have not considered variation in dose exposure or diagnostic work-up after abnormal screening results. OBJECTIVE To estimate distributions of radiation-induced breast cancer incidence and mortality from digital mammography screening while considering exposure from screening and diagnostic mammography and dose variation among women. DESIGN 2 simulation-modeling approaches. SETTING U.S. population. PATIENTS Women aged 40 to 74 years. INTERVENTION Annual or biennial digital mammography screening from age 40, 45, or 50 years until age 74 years. MEASUREMENTS Lifetime breast cancer deaths averted (benefits) and radiation-induced breast cancer incidence and mortality (harms) per 100,000 women screened. RESULTS Annual screening of 100,000 women aged 40 to 74 years was projected to induce 125 breast cancer cases (95% CI, 88 to 178) leading to 16 deaths (CI, 11 to 23), relative to 968 breast cancer deaths averted by early detection from screening. Women exposed at the 95th percentile were projected to develop 246 cases of radiation-induced breast cancer leading to 32 deaths per 100,000 women. Women with large breasts requiring extra views for complete examination (8% of population) were projected to have greater radiation-induced breast cancer risk (266 cancer cases and 35 deaths per 100,000 women) than other women (113 cancer cases and 15 deaths per 100,000 women). Biennial screening starting at age 50 years reduced risk for radiation-induced cancer 5-fold. LIMITATION Life-years lost from radiation-induced breast cancer could not be estimated. CONCLUSION Radiation-induced breast cancer incidence and mortality from digital mammography screening are affected by dose variability from screening, resultant diagnostic work-up, initiation age, and screening frequency. Women with large breasts may have a greater risk for radiation-induced breast cancer. PRIMARY FUNDING SOURCE Agency for Healthcare Research and Quality, U.S. Preventive Services Task Force, National Cancer Institute.
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Affiliation(s)
- Diana L. Miglioretti
- Division of Biostatistics, Department of Public Health Sciences, University of California Davis School of Medicine, Davis, CA 95616
- Center for Healthcare Policy and Research, University of California, Davis, Sacramento, CA, 95817
- Group Health Research Institute, Seattle, WA 98101
| | - Jane Lange
- Group Health Research Institute, Seattle, WA 98101
| | - Jeroen J. van den Broek
- Department of Public Health, Erasmus MC, University Medical Center Rotterdam, 3000 CA Rotterdam, the Netherlands
| | - Christoph I. Lee
- Department of Radiology, University of Washington, Seattle, WA
- Department of Health Services, University of Washington, Seattle, WA
- Hutchinson Institute for Cancer Outcomes Research, Public Health Sciences Division, Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Nicolien T. van Ravesteyn
- Department of Public Health, Erasmus MC, University Medical Center Rotterdam, 3000 CA Rotterdam, the Netherlands
| | - Dominique Ritley
- Center for Healthcare Policy and Research, University of California, Davis, Sacramento, CA, 95817
| | - Karla Kerlikowske
- Departments of Medicine and Epidemiology and Biostatistics, University of California, San Francisco, CA; General Internal Medicine Section, Department of Veterans Affairs, University of California, San Francisco, CA
| | - Joshua J. Fenton
- Center for Healthcare Policy and Research, University of California, Davis, Sacramento, CA, 95817
- Department of Family and Community Medicine, University of California, Davis, Sacramento, CA 95817
| | - Joy Melnikow
- Center for Healthcare Policy and Research, University of California, Davis, Sacramento, CA, 95817
- Department of Family and Community Medicine, University of California, Davis, Sacramento, CA 95817
| | - Harry J. de Koning
- Department of Public Health, Erasmus MC, University Medical Center Rotterdam, 3000 CA Rotterdam, the Netherlands
| | - Rebecca A. Hubbard
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, PA 19104
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9
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Nelson HD, O’Meara ES, Kerlikowske K, Balch S, Miglioretti D. Factors Associated With Rates of False-Positive and False-Negative Results From Digital Mammography Screening: An Analysis of Registry Data. Ann Intern Med 2016; 164:226-35. [PMID: 26756902 PMCID: PMC5091936 DOI: 10.7326/m15-0971] [Citation(s) in RCA: 120] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Women screened with digital mammography may receive false-positive and false-negative results and subsequent imaging and biopsies. How these outcomes vary by age, time since the last screening, and individual risk factors is unclear. OBJECTIVE To determine factors associated with false-positive and false-negative digital mammography results, additional imaging, and biopsies among a general population of women screened for breast cancer. DESIGN Analysis of registry data. SETTING Participating facilities at 5 U.S. Breast Cancer Surveillance Consortium breast imaging registries with linkages to pathology databases and tumor registries. PATIENTS 405,191 women aged 40 to 89 years screened with digital mammography between 2003 and 2011. A total of 2963 were diagnosed with invasive cancer or ductal carcinoma in situ within 12 months of screening. MEASUREMENTS Rates of false-positive and false-negative results and recommendations for additional imaging and biopsies from a single screening round; comparisons by age, time since the last screening, and risk factors. RESULTS Rates of false-positive results (121.2 per 1000 women [95% CI, 105.6 to 138.7]) and recommendations for additional imaging (124.9 per 1000 women [CI, 109.3 to 142.3]) were highest among women aged 40 to 49 years and decreased with increasing age. Rates of false-negative results (1.0 to 1.5 per 1000 women) and recommendations for biopsy (15.6 to 17.5 per 1000 women) did not differ greatly by age. Results did not differ by time since the last screening. False-positive rates were higher for women with risk factors, particularly family history of breast cancer; previous benign breast biopsy result; high breast density; and, for younger women, low body mass index. LIMITATIONS Confounding by variation in patient-level characteristics and outcomes across registries and regions may have been present. Some factors, such as numbers of first- and second-degree relatives with breast cancer and diagnoses associated with previous benign biopsy results, were not examined. CONCLUSION False-positive mammography results and additional imaging are common, particularly for younger women and those with risk factors, whereas biopsies occur less often. Rates of false-negative results are low. PRIMARY FUNDING SOURCE Agency for Healthcare Research and Quality and National Cancer Institute.
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Affiliation(s)
- Heidi D. Nelson
- Pacific Northwest Evidence-based Practice Center, Department of Medical Informatics and Clinical Epidemiology, Oregon Health & Science University; Portland, OR
- Providence Cancer Center, Providence Health & Services; Portland, OR
| | - Ellen S. O’Meara
- Group Health Research Institute, Group Health Cooperative, Seattle, WA
| | - Karla Kerlikowske
- General Internal Medicine Section, University of California; San Francisco, CA
| | - Steven Balch
- Group Health Research Institute, Group Health Cooperative, Seattle, WA
| | - Diana Miglioretti
- Group Health Research Institute, Group Health Cooperative, Seattle, WA
- Department of Public Health Sciences, University of California, Davis, CA
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10
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Hubbard RA, Ripping TM, Chubak J, Broeders MJM, Miglioretti DL. Statistical Methods for Estimating the Cumulative Risk of Screening Mammography Outcomes. Cancer Epidemiol Biomarkers Prev 2015; 25:513-20. [PMID: 26721668 DOI: 10.1158/1055-9965.epi-15-0824] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Accepted: 12/21/2015] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND This study illustrates alternative statistical methods for estimating cumulative risk of screening mammography outcomes in longitudinal studies. METHODS Data from the US Breast Cancer Surveillance Consortium (BCSC) and the Nijmegen Breast Cancer Screening Program in the Netherlands were used to compare four statistical approaches to estimating cumulative risk. We estimated cumulative risk of false-positive recall and screen-detected cancer after 10 screening rounds using data from 242,835 women ages 40 to 74 years screened at the BCSC facilities in 1993-2012 and from 17,297 women ages 50 to 74 years screened in Nijmegen in 1990-2012. RESULTS In the BCSC cohort, a censoring bias model estimated bounds of 53.8% to 59.3% for false-positive recall and 2.4% to 7.6% for screen-detected cancer, assuming 10% increased or decreased risk among women screened for one additional round. In the Nijmegen cohort, false-positive recall appeared to be associated with subsequent discontinuation of screening leading to overestimation of risk of a false-positive recall based on adjusted discrete-time survival models. Bounds estimated by the censoring bias model were 11.0% to 19.9% for false-positive recall and 4.2% to 9.7% for screen-detected cancer. CONCLUSION Choice of statistical methodology can substantially affect cumulative risk estimates. The censoring bias model is appropriate under a variety of censoring mechanisms and provides bounds for cumulative risk estimates under varying degrees of dependent censoring. IMPACT This article illustrates statistical methods for estimating cumulative risks of cancer screening outcomes, which will be increasingly important as screening test recommendations proliferate.
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Affiliation(s)
- Rebecca A Hubbard
- Department of Biostatistics and Epidemiology, University of Pennsylvania, Philadelphia, Pennsylvania.
| | - Theodora M Ripping
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Jessica Chubak
- Group Health Research Institute, Seattle, Washington. Department of Epidemiology, University of Washington, Seattle, Washington
| | - Mireille J M Broeders
- Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, the Netherlands. Dutch Reference Centre for Screening, Nijmegen, the Netherlands
| | - Diana L Miglioretti
- Group Health Research Institute, Seattle, Washington. Department of Public Health Sciences, University of California, Davis, California
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