BCSC indicates Breast Cancer Surveillance Consortium; BI-RADS, Breast Imaging Reporting and Data System.
eAppendix. Supplemental Appendix
eFigure 1. Distribution of Propensity Scores Before and After Propensity Score Matching for the Full Cohort of Women Receiving Mammography and Ultrasound Screening
eFigure 2A. Distribution of Propensity Scores Before and After Propensity Score Matching for Examinations Associated With Breast Cancer Diagnosis Within 1 Year
eFigure 2B. Distribution of Propensity Scores Plots Before and After Propensity Score Matching for Examinations With No Breast Cancer Diagnosis Within 1 Year
eFigure 2C. Distribution of Propensity Scores Before and After Propensity Score Matching for Examinations Associated With Biopsy Recommendations
eTable. Distribution of BI-RADS Breast Density by BCSC 5-Year Risk in 5392 Mammography Plus Ultrasound Examinations
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Lee JM, Arao RF, Sprague BL, et al. Performance of Screening Ultrasonography as an Adjunct to Screening Mammography in Women Across the Spectrum of Breast Cancer Risk. JAMA Intern Med. 2019;179(5):658–667. doi:10.1001/jamainternmed.2018.8372
Does adding whole-breast ultrasonography to mammography improve breast cancer screening effectiveness?
In this cohort study, for women whose breast cancer risk ranged from low to very high, there were significantly higher short-interval follow-up and biopsy recommendation rates with screening mammography plus same-day ultrasonography compared with mammography alone. However, no significant increase in cancer detection or decrease in interval cancer rates was observed.
These results suggest that the benefits of supplemental ultrasonography screening may not outweigh associated harms.
Whole-breast ultrasonography has been advocated to supplement screening mammography to improve outcomes in women with dense breasts.
To determine the performance of screening mammography plus screening ultrasonography compared with screening mammography alone in community practice.
Design, Setting, and Participants
Observational cohort study. Two Breast Cancer Surveillance Consortium registries provided prospectively collected data on screening mammography with vs without same-day breast ultrasonography from January 1, 2000, to December 31, 2013. The dates of analysis were March 2014 to December 2018. A total of 6081 screening mammography plus same-day screening ultrasonography examinations in 3386 women were propensity score matched 1:5 to 30 062 screening mammograms without screening ultrasonography in 15 176 women from a sample of 113 293 mammograms. Exclusion criteria included a personal history of breast cancer and self-reported breast symptoms.
Screening mammography with vs without screening ultrasonography.
Main Outcomes and Measures
Cancer detection rate and rates of interval cancer, false-positive biopsy recommendation, short-interval follow-up, and positive predictive value of biopsy recommendation were estimated and compared using log binomial regression.
Screening mammography with vs without ultrasonography examinations was performed more often in women with dense breasts (74.3% [n = 4317 of 5810] vs 35.9% [n = 39 928 of 111 306] in the overall sample), in women who were younger than 50 years (49.7% [n = 3022 of 6081] vs 31.7% [n = 16 897 of 112 462]), and in women with a family history of breast cancer (42.9% [n = 2595 of 6055] vs 15.0% [n = 16 897 of 112 462]). While 21.4% (n = 1154 of 5392) of screening ultrasonography examinations were performed in women with high or very high (≥2.50%) Breast Cancer Surveillance Consortium 5-year risk scores, 53.6% (n = 2889 of 5392) had low or average (<1.67%) risk. Comparing mammography plus ultrasonography with mammography alone, the cancer detection rate was similar at 5.4 vs 5.5 per 1000 screens (adjusted relative risk [RR], 1.14; 95% CI, 0.76-1.68), as were interval cancer rates at 1.5 vs 1.9 per 1000 screens (RR, 0.67; 95% CI, 0.33-1.37). The false-positive biopsy rates were significantly higher at 52.0 vs 22.2 per 1000 screens (RR, 2.23; 95% CI, 1.93-2.58), as was short-interval follow-up at 3.9% vs 1.1% (RR, 3.10; 95% CI, 2.60-3.70). The positive predictive value of biopsy recommendation was significantly lower at 9.5% vs 21.4% (RR, 0.50; 95% CI, 0.35-0.71).
Conclusions and Relevance
In a relatively young population of women at low, intermediate, and high breast cancer risk, these results suggest that the benefits of supplemental ultrasonography screening may not outweigh associated harms.
Quiz Ref IDIncreasing awareness that breast density is a risk factor for developing breast cancer and makes breast cancer more difficult to detect on mammography has led to grassroots efforts to educate women about breast density. In 2009, Connecticut was the first state to pass legislation requiring that all women receiving mammography be directly informed about breast density and that payers cover supplemental ultrasonography screening in women with dense breasts.1 Since then, at least 34 additional states have enacted breast density notification legislation,2 and a federal bill has been introduced.3,4 Seven of these states mandate insurance coverage for screening ultrasonography in women with dense breasts. The laws vary across states, but most require notification if a woman’s mammographic density is either heterogeneously or extremely dense, as determined by a radiologist according to the American College of Radiology’s Breast Imaging Reporting and Data System (BI-RADS).5,6 In addition, notification requirements may include statements that women are at higher breast cancer risk because of their breast density, that breast density may adversely limit the ability of mammography to detect breast cancers, and that women with mammographically dense breasts may want to consider supplemental screening.1,7-9Quiz Ref ID Data from the Breast Cancer Surveillance Consortium (BCSC) indicate that 43% of women undergoing screening mammography aged 40 to 74 years have dense breasts, including 57% of women aged 40 to 44 years.10
Studies of screening ultrasonography have included women with additional risk factors beyond breast density who were at intermediate to high breast cancer risk either due to a personal history of breast cancer or high-risk benign breast lesions or because of genetic susceptibility. In addition, most studies of ultrasonography screening performance have been conducted in academic medical centers.11 A recent systematic review8 of supplemental screening ultrasonography, magnetic resonance imaging (MRI), and digital breast tomosynthesis for women with dense breasts noted that good-quality evidence was sparse, and effects of supplemental screening on breast cancer outcomes remain unclear.
Accurate information on the effectiveness of screening ultrasonography is needed to provide guidance on whether widespread use of screening breast ultrasonography with screening mammography would be a beneficial strategy. We conducted a retrospective analysis of prospectively collected data in 2 BCSC registries to assess use of screening ultrasonography in community practice and to investigate the performance of screening mammography plus ultrasonography compared with screening mammography alone in women across the spectrum of breast cancer risk.
Quiz Ref IDIn this observational cohort study, we included screening mammograms with or without screening ultrasonography performed at breast imaging facilities in 1 of 2 BCSC (http://www.bcsc-research.org) registries12 (Vermont Breast Cancer Surveillance System and San Francisco Mammography Registry), which linked woman-level risk factors and clinical information to information on breast imaging examinations with pathology databases, state tumor registries, and regional Surveillance, Epidemiology, and End Results programs. The BCSC registries and their Statistical Coordinating Center received institutional review board approval for active or passive consenting processes or a waiver of consent to enroll participants, link and pool data, and perform analysis. All procedures were adherent to the Health Insurance Portability and Accountability Act of 1996, and registries and the Statistical Coordinating Center received a Federal Certificate of Confidentiality and other protections for the identities of women, physicians, and facilities.
We identified breast ultrasonography examinations with an indication of screening performed on the same day as a screening mammogram from January 1, 2000, to December 31, 2013. The dates of analysis were March 2014 to December 2018. Exclusion criteria included (1) a personal history of breast cancer, mastectomy, or BI-RADS 6 (known malignant neoplasm) assessment; (2) unilateral examination; and (3) self-reported symptoms (except pain). Data abstractors reviewed radiology reports to confirm the ultrasonography screening indication. For one registry, after abstracting 13.7% (782 of 5728) of reports, 95.7% (748 of 782) were confirmed with a screening indication. Therefore, we assumed the remaining examinations were performed for screening. For the other registry, all reports were abstracted, and 77.9% were confirmed with a screening indication. Reports with indeterminate indication were reviewed by 2 of us (J.M.L. and C.D.L.), with consensus determination of indication. Screening mammograms eligible to be in the matched group were performed at the same facilities, applying the same exclusion criteria as above.
Women completed a questionnaire at each examination to collect information on race/ethnicity, menopausal status,13 history of first-degree relatives (mother, sister, or daughter) with breast cancer, and history of breast biopsy. Prior diagnoses of benign breast disease were collected from pathology databases and grouped into 1 of the following 4 categories: nonproliferative disease, proliferative without atypia, proliferative with atypia, and lobular carcinoma in situ.14 American College of Radiology BI-RADS breast density5,6 was recorded clinically by the interpreting radiologist. The BCSC (version 2.0) 5-year breast cancer risk score was calculated.14
Performance measures and definitions are listed in Table 1. Most women with screening ultrasonography–detected abnormalities received same-day additional imaging, and a single screening report was issued regardless of whether imaging included only screening or both screening and diagnostic views. Therefore, recall rate was based on the end-of-day BI-RADS assessment after any additional workup and was defined as recall for additional imaging that was performed on a different day. A BI-RADS end-of-day assessment of 1 (negative) or 2 (benign) was considered negative, and 0 (needs additional imaging), 3 (probably benign), 4 (suspicious), or 5 (highly suspicious) was positive.
All other performance metrics were based on the final assessment;15 this differed from the end-of-day assessment only for BI-RADS 0 examinations, which were followed up to 90 days for the first nonzero BI-RADS assessment. Final assessment of 4 or 5 was considered positive, and assessments of 1, 2, or 3 were considered negative. Examinations that could not be resolved to a nonzero assessment (5 of 6081 [0.1%] mammography plus ultrasonography and 104 of 30 062 [0.3%] mammography alone) were excluded from calculations of performance metrics using the final assessment.
For each screening examination, women were followed up for 12 months afterward or until the next screening examination, whichever occurred earlier, for breast cancer diagnoses (either ductal carcinoma in situ or invasive adenocarcinoma). True-positive screens (ie, screen-detected cancers) were defined as positive screens with a breast cancer diagnosis. False-positive screens were defined as positive screens without a breast cancer diagnosis. Negative screens were defined as true negative if no cancer was diagnosed and false negative if cancer was diagnosed during the follow-up period. Recall rate, biopsy recommendation rate, and cancer detection rate were also compared between the first mammography plus ultrasonography screening examination in the BCSC and subsequent examinations. We also estimated the following breast cancer outcomes: the median size of invasive cancer, percentage of minimal cancer (defined as ductal carcinoma in situ or invasive carcinoma ≤10 mm), percentage of node-negative invasive cancers, and percentage of American Joint Committee on Cancer stage 0 and I cancers.
We used logistic regression to estimate propensity scores (ie, the probability of screening with mammography plus ultrasonography vs mammography alone) based on BCSC registry, age (linear and quadratic) and year of examination, race/ethnicity, menopausal status, first-degree family history of breast cancer, time since last mammogram, breast density, and prior benign biopsy result. A SAS macro16 was used for 1:5 matching of mammography plus ultrasonography examinations (n = 6081) to mammography alone (n = 30 062) within the same registries and without replacement using the logit of the propensity score with a caliper width of 0.3 SD. Matching was performed separately for each subgroup needed for each performance measure, including all screening examinations for rates per 1000 screens (n = 36 143), screening examinations with cancer for sensitivity (n = 252), screening examinations without cancer for specificity (n = 35 878), and screening examinations with positive final assessment for positive predictive value of biopsy recommendation (PPV2) (n = 2062). We compared the covariate distributions in the mammography plus ultrasonography group and the mammography alone group before vs after matching using the standardized differences of the proportions of each covariate category.17
We assessed the joint distributions of breast density and BCSC 5-year risk in the women receiving mammography plus ultrasonography screening. Unadjusted performance measures were calculated with 95% CIs for the matched groups. We used log binomial regression to estimate relative risks (RRs) comparing performance metrics for mammography plus ultrasonography vs matched screens with mammography alone, including the matched set as a random effect to account for correlation among these examinations and adjusting for characteristics included in the propensity score model to account for potential residual confounding.
Analyses were performed in SAS software (version 9.4; SAS Institute Inc), and figures were produced using Python (version 3.4; Python Software Foundation). All statistical tests were 2-sided, with α = .05 indicating statistical significance.
We identified 6081 mammography plus ultrasonography examinations in 3386 women (Table 2). Compared with women in the overall mammography alone group before matching (n = 113 293), women receiving mammography plus ultrasonography were more likely to be younger than 50 years (49.7% vs 31.7%), be white non-Hispanic (79.4% vs 76.0%), have a first-degree family history of breast cancer (42.9% vs 15.0%), have dense breasts (74.3% vs 35.9%), and have high BCSC 5-year risk scores (≥2.50%) (21.4% vs 6.6%), while 53.6% had low or average risk (<1.67%). Notably, 25.7% of women receiving mammography plus ultrasonography did not have dense breasts.
Mammography plus ultrasonography examinations were matched 1:5 to 30 062 mammography examinations in 15 176 women (Table 2). Before matching, the differences between the covariate distributions in the overall sample were medium to large,18 with the largest absolute standardized differences for scattered breast density (−0.70), no prior biopsy (−0.66), and family history (−0.65). After matching, absolute standardized differences were small,18 with the largest differences for family history (0.29) and no prior biopsy (−0.25). However, after matching, some medium-sized absolute standardized differences remained for the samples used for sensitivity (maximum of 0.50 for no prior biopsy) and PPV (0.46 for family history and 0.43 for no prior biopsy), but differences for specificity sample were small (<0.29). The distribution of propensity scores for mammography plus ultrasonography and mammography alone subgroups demonstrated improved overlap after matching (eAppendix, eFigure 1, and eFigure 2 in the Supplement). However, differences remained for age, menopausal status, family history of breast cancer, year of examination, breast density, benign biopsy result, and BCSC 5-year risk. Therefore, we also adjusted for these characteristics when comparing performance measures.
The Figure shows the joint distribution of BCSC 5-year risk of developing invasive breast cancer and BI-RADS density categories for 5392 mammography plus ultrasonography examinations. While 75.0% (n = 4042) of examinations were performed in women with dense breasts (eTable in the Supplement), only 21.4% (n = 1154) of these examinations were in women with high or very high 5-year risk. Very few women with high or very high risk had nondense breasts (13.2% [152 of 1154]).
Compared with mammography alone (Table 3), mammography plus ultrasonography screening was associated with fewer end-of-day assessments for additional imaging (BI-RADS 0, 0.3% vs 17.2%) and lower overall recall rate for additional imaging or biopsy (BI-RADS 0, 3, 4, or 5; 9.9% vs 17.6%; RR, 0.52; 95% CI, 0.48-0.57), indicating that women were less likely to need a second visit to complete diagnostic evaluations. Quiz Ref IDHowever, with mammography plus ultrasonography, the efficiency of same-day imaging evaluation was offset by an almost doubling of the biopsy recommendation rate (57.4 vs 27.7 per 1000 screens; RR, 2.05; 95% CI, 1.79-2.34). The short-interval follow-up rate for probably benign findings was also significantly increased with mammography plus ultrasonography (3.9% vs 1.1%; RR, 3.10; 95% CI, 2.60-3.70). In addition, the false-positive biopsy recommendation rate more than doubled (52.0 vs 22.2 per 1000 screens; RR, 2.23; 95% CI, 1.93-2.58), with a corresponding decrease in PPV2 of approximately half (9.5% vs 21.4%; RR, 0.50; 95% CI, 0.35-0.71). Increased sensitivity (78.6% vs 73.8%; RR, 1.08; 95% CI, 0.92-1.27) and decreased false-negative rate (1.5 vs 1.9 per 1000 screens; RR, 0.67; 95% CI, 0.33-1.37) were observed with mammography plus ultrasonography, but these differences were not statistically significant. The cancer detection rate was similar (5.4 vs 5.5 per 1000 screens; adjusted RR, 1.14, 95% CI, 0.76-1.68) between groups.
When recall rate, biopsy recommendation rate, and cancer detection rate were stratified by first vs subsequent mammography plus ultrasonography examinations (n = 2040 and n = 4041, respectively), all rates declined significantly on subsequent examinations. Recall rate decreased from 12.5% to 6.5% (9.9% overall), biopsy recommendation rate decreased from 75 to 49 per 1000 screens (57 per 1000 overall), and cancer detection rate decreased from 10.8 to 2.7 per 1000 screens (5.4 per 1000 overall).
There were 42 breast cancers among women in the mammography plus ultrasonography cohort and 221 in the matched sample (Table 4). Regardless of screening strategy, most breast cancers were invasive ductal carcinomas, small (≤20 mm), node negative, and estrogen receptor and progesterone receptor positive. Women who underwent mammography plus ultrasonography had a higher proportion of stage 0 noninvasive ductal carcinoma in situ at 47.6% (20 of 42; 95% CI, 32.5%-62.7%) vs 34.8% (77 of 221; 95% CI, 28.6%-41.1%) in matched controls, but this difference was not statistically significant (P = .12).
As the number of states with breast density notification laws continues to increase,2 postlegislation reports indicate small but significantly increased use of supplemental ultrasonography7,19,20 and MRI19,21 among women with mammographically dense breasts, with a greater observed increase in ultrasonography use compared with MRI. A single study22 of postlegislation outcomes was conducted in Connecticut, where analysis of breast cancers recorded in the Connecticut Surveillance, Epidemiology, and End Results program registry demonstrated a small increase in detection of localized invasive breast cancer but no association with changes in rates of regional or metastatic stages of disease compared with control states without breast density legislation. With increasing use of ultrasonography for supplemental screening, it is critical that its effect on outcomes be evaluated.
Our study found that for every 1000 women screened with mammography plus ultrasonography approximately 5 women would be diagnosed as having breast cancer, while 57 women would receive a recommendation for biopsy, and 52 of these women would have benign, false-positive results at pathology (Table 3). An additional 39 women would receive recommendations for short-interval imaging follow-up of detected findings, and approximately 2 women would be diagnosed as having breast cancer within 1 year of having negative screening results. Our results of increased biopsy recommendation rates and false-positive biopsy recommendation rates and decreased specificity and PPV of supplemental screening ultrasonography are consistent with findings from multiple studies8,23-28 conducted in the United States, Europe, and Asia. In a recent meta-analysis27 of screening ultrasonography studies in women with dense breasts, recommendations for further assessment after the addition of ultrasonography to mammography screening approximately doubled, and biopsy recommendation rates increased 2- to 3-fold.
Most other studies have found significant increases in incremental cancer detection rate with mammography plus ultrasonography compared with mammography alone,8,27 and a meta-analysis27 estimated incremental cancer detection at 3.8 per 1000 screens. In contrast, our study using propensity score matching and direct adjustment of confounders demonstrated comparable cancer detection rates between the 2 strategies and a nonsignificant reduction in interval cancer rates with mammography plus ultrasonography screening.
However, incremental cancer detection rates should also be considered in the context of cancer detection rates with mammography alone. The 2 largest studies of screening ultrasonography published to date include (1) a randomized clinical trial (Japan Strategic Anti-Cancer Randomized Trial [J-START]26) of 72 998 women (36 139 women in the mammography plus ultrasonography arm) and (2) a report from an Austrian population–based screening program24 (66 680 women overall and 31 918 women with dense breasts). In the J-START study,26 the cancer detection rate was 3.3 per 1000 screens in the mammography arm and 3.9 per 1000 screens in the mammography plus ultrasonography arm (increase of 0.6 per 1000 screens). In the Austrian study,24 the cancer detection rate with mammography alone was 3.5 per 1000 screens, which increased to 4.0 per 1000 screens when ultrasonography was added. For the subgroup of women with dense breasts, the cancer detection rate with mammography alone was 1.8 per 1000 screens, which increased to 2.4 per 1000 screens when ultrasonography was added. In our study, cancer detection was 5.4 per 1000 screens with mammography plus ultrasonography and 5.5 per 1000 screens with mammography alone (Table 3), with no significant difference detected between the 2 propensity score–matched cohorts.
In the Austrian study,24 with the lowest cancer detection rate in women with dense breasts, the addition of ultrasonography provided the largest increase in sensitivity of 19%, from 62% with mammography alone to 81% with mammography plus ultrasonography. In the J-START study,26 sensitivity in the mammography alone arm was 77% compared with 91% in the mammography plus ultrasonography arm (increase of 14%). Our study demonstrated the smallest, and nonsignificant, increase in sensitivity (6%), from 73.8% with mammography alone to 78.6% with mammography plus ultrasonography, with substantial overlap of 95% CIs (Table 3). The Austrian study24 did not report specificity values. When comparing sensitivity and specificity together, the diagnostic test performance of mammography plus ultrasonography in the J-START study26 was higher (sensitivity of 91% and specificity of 88%) compared with our study (sensitivity of 79% and specificity of 95%). The differences in test performance across studies may reflect variations across study populations, different interpretive thresholds among countries, and the difference between study settings (randomized clinical trial in Japan26 vs population-based screening in Austria24 vs community-based screening in the United States).
In the Austrian study,24 because all women received mammography first and then supplemental ultrasonography, interval cancer rates could not be compared across strategies. The overall interval cancer rate was 0.4 per 1000 screens. Similar to the J-START study,26 our study reported reduction in false-negative rates, from 1.9 per 1000 screens with mammography alone to 1.5 per 1000 screens with mammography plus ultrasonography (absolute difference of 0.4 per 1000 screens) (Table 3). This difference was not significant given our smaller breast cancer sample of 42 cancers, but the 0.5 per 1000 reduction in false-negative cancer rate in the J-START study26 (from 1.0 per 1000 screens with mammography alone to 0.5 per 1000 screens with mammography plus ultrasonography) was statistically significant.
The results presented in this study reflect real-world clinical practice in the United States for women across the spectrum of breast cancer risk who received same-day, supplemental ultrasonography screening, adding information about the incremental performance and outcomes of supplemental screening with ultrasonography compared with mammography alone. We observed that supplemental ultrasonography screening was used not only in women with dense breasts: 25.7% of women receiving it had nondense breasts (Table 2). In our sample of breast imaging examinations with comprehensive capture of cancer outcomes for performance assessment, we found no significant screening benefit as measured by greater sensitivity, increased cancer detection rate, or decreased false-negative rate. Our results may reflect the high proportion of women who were at low or average 5-year risk (53.6%) in our study (Table 2), higher proportion of women with nondense breasts, lower screening ultrasonography sensitivity outside of clinical trial settings, or a combination of these factors. Alternatively, our findings may reflect the relatively small number of cancers in the mammography plus ultrasonography and matched mammography cohorts, with lack of power to detect small differences in measures. Our study had greater than 99% power to detect an incremental cancer detection rate of 3.8 per 1000 as estimated by a recent meta-analysis,27 suggesting that an influence of this magnitude is highly unlikely in the facilities we studied. However, the wide 95% CI around the estimated relative cancer detection rate for mammography plus ultrasonography vs mammography alone is comparable to values from 0.76 to 1.68 (Table 3). Larger studies are needed for more precise estimates.
Limitations of this study include lack of information on the experience and expertise of the personnel performing the ultrasonography examinations. We also did not collect information on whether ultrasonography examinations were performed using handheld ultrasound device or automated whole-breast ultrasound devices. The automated whole-breast ultrasound devices are thought to increase consistency of image acquisition and decrease operator dependence, which limits handheld ultrasound examinations.29,30 We also did not fully abstract screening ultrasonography reports in one registry, leaving potential for misclassification of 4.3% of examinations.
The proportions of axillary lymph node–positive breast cancers and false-negative rates were not significantly different for mammography with vs without ultrasonography. A more definitive study, such as a randomized clinical trial conducted in the United States, to evaluate either of these measures, which are thought to correlate with downstream improvement in outcomes for women receiving screening, would require a very large sample size. This is especially true if the primary outcome was reduction in false-negative rate, which would need to be powered to detect a difference of 4 per 10 000 women screened as reported in our study. Quiz Ref IDTo date, the only breast cancer guidelines to include supplemental ultrasonography screening are those by the American College of Radiology,31 which support consideration of ultrasonography for women with elevated risk who would quality for but cannot undergo breast MRI and for women with increased breast density “after weighing benefits and risks.”
Our observational cohort study of ultrasonography screening in women across a range of breast cancer risk found modest, nonsignificant benefits and rates of screening harms that were high and consistent with prior reports.8 To apply supplemental ultrasonography screening with greater effectiveness, we suggest that additional efforts are needed to more accurately identify women who will benefit from supplemental screening. We also suggest that development is required of the capacity to deliver high-quality supplemental screening, as well as new interventions to reduce the frequency of screening-related harms.
Accepted for Publication: December 7, 2018.
Published Online: March 18, 2019. doi:10.1001/jamainternmed.2018.8372
Correction: This article was corrected on April 29, 2019, to fix a typographical error in Table 3.
Corresponding Author: Janie M. Lee, MD, MSc, Seattle Cancer Care Alliance, 825 Eastlake Ave E, Seattle, WA 98109 (email@example.com).
Author Contributions: Dr Lee had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Concept and design: Lee, Sprague, Kerlikowske, Lehman, Smith, Henderson, Miglioretti.
Acquisition, analysis, or interpretation of data: Lee, Arao, Sprague, Kerlikowske, Lehman, Henderson, Rauscher, Miglioretti.
Drafting of the manuscript: Lee, Arao, Smith, Miglioretti.
Critical revision of the manuscript for important intellectual content: All authors.
Statistical analysis: Arao, Smith, Henderson, Miglioretti.
Obtained funding: Sprague, Kerlikowske, Lehman, Smith, Henderson, Miglioretti.
Administrative, technical, or material support: Kerlikowske.
Supervision: Lehman, Miglioretti.
Conflict of Interest Disclosures: Dr Lee reported receiving grants from the National Cancer Institute and American Cancer Society during the conduct of the study and reported receiving grants, personal fees, and nonfinancial support from GE Healthcare outside the submitted work. Dr Sprague reported receiving grants from the National Institutes of Health. Dr Kerlikowske reported receiving grants from the American Cancer Society. Dr Lehman reported receiving grants from the National Cancer Institute and the American Cancer Society and reported receiving grants and other support from and having a consulting agreement with GE Healthcare. Dr Henderson reported receiving grants from the National Institutes of Health and the National Cancer Institute. Dr Miglioretti reported receiving grants from the American Cancer Society and the National Cancer Institute and reported receiving personal fees from the Hologic Inc Scientific Advisory Board. No other disclosures were reported.
Funding/Support: This research was funded by the Breast Cancer Surveillance Consortium (P01CA154292). Additional support was provided by the American Cancer Society through a gift from the Longaberger Company’s Horizon of Hope Campaign (ACS 15922 NHLONGGBR). Data collection for this work was also supported in part by funding from the National Cancer Institute (U54CA163303). The collection of cancer and vital status data used in this study was supported in part by several state public health departments and cancer registries throughout the United States. A full description of these sources is available online (http://www.bcsc-research.org/work/acknowledgement.html).
Role of the Funder/Sponsor: The funding sources had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.
Additional Contributions: We thank the participating women, mammography facilities, and radiologists for the data they have provided for this study. More information about the Breast Cancer Surveillance Consortium is available online (http://www.bcsc-research.org/).
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