Diagnostic Efficacy across Dense and Non-Dense Breasts during Digital Breast Tomosynthesis and Ultrasound Assessment for Recalled Women
Abstract
:1. Introduction
2. Materials and Methods
2.1. Patient Selection
2.2. Study Design
2.3. Histopathological Testing
2.4. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Nelson, H.D.; Fu, R.; Cantor, A.; Pappas, M.; Daeges, M.; Humphrey, L. Effectiveness of breast cancer screening: Systematic review and meta-analysis to update the 2009 US Preventive Services Task Force recommendation. Ann. Intern. Med. 2016, 164, 244–255. [Google Scholar] [CrossRef]
- Tabar, L.; Yen, M.-F.; Vitak, B.; Chen, H.-H.T.; Smith, R.A.; Duffy, S.W. Mammography service screening and mortality in breast cancer patients: 20-year follow-up before and after introduction of screening. Lancet 2003, 361, 1405–1410. [Google Scholar] [CrossRef]
- Australian Institute of Health and Welfare. Breast Screen Australia Monitoring Report 2009–2010; AIHW: Canberra, Australia, 2012. Available online: https://www.aihw.gov.au/reports/cancer-screening/breastscreen-australia-monitoring-2009-2010 (accessed on 8 February 2022).
- Rivera-Franco, M.M.; Leon-Rodriguez, E. Delays in Breast Cancer Detection and Treatment in Developing Countries. Breast Cancer Basic Clin. Res 2018, 12, 1178223417752677. [Google Scholar] [CrossRef] [Green Version]
- Herrmann, C.; Vounatsou, P.; Thürlimann, B.; Probst-Hensch, N.; Rothermundt, C.; Ess, S. Impact of mammography screening programmes on breast cancer mortality in Switzerland, a country with different regional screening policies. BMJ Open 2018, 8, e017806. [Google Scholar] [CrossRef]
- Kolb, T.M.; Lichy, J.; Newhouse, J.H. Comparison of the performance of screening mammography, physical examination, and breast US and evaluation of factors that influence them: An analysis of 27,825 patient evaluations. Radiology 2002, 225, 165–175. [Google Scholar] [CrossRef] [Green Version]
- Skaane, P. How Can We Reduce Unnecessary Procedures after Screening Mammography? Radiology 2019, 291, 318–319. [Google Scholar] [CrossRef]
- Carbonaro, L.A.; Di Leo, G.; Clauser, P.; Trimboli, R.M.; Verardi, N.; Fedeli, M.P.; Girometti, R.; Tafà, A.; Bruscoli, P.; Saguatti, G.; et al. Impact on the recall rate of digital breast tomosynthesis as an adjunct to digital mammography in the screening setting. A double reading experience and review of the literature. Eur. J. Radiol. 2016, 85, 808–814. [Google Scholar] [CrossRef]
- Boyd, N.F.; Martin, L.J.; Bronskill, M.; Yaffe, M.J.; Duric, N.; Minkin, S. Breast tissue composition and susceptibility to breast cancer. J. Natl. Cancer Inst. 2010, 102, 1224–1237. [Google Scholar] [CrossRef] [Green Version]
- McCormack, V.A.; dos Santos Silva, I. Breast density and parenchymal patterns as markers of breast cancer risk: A meta-analysis. Cancer Epidemiol. Prev. Biomark. 2006, 15, 1159–1169. [Google Scholar] [CrossRef] [Green Version]
- Boyd, N.F.; Guo, H.; Martin, L.J.; Sun, L.; Stone, J.; Fishell, E.; Jong, R.A.; Hislop, G.; Chiarelli, A.; Minkin, S.; et al. Mammographic Density and the Risk and Detection of Breast Cancer. N. Engl. J. Med. 2007, 356, 227–236. [Google Scholar] [CrossRef] [Green Version]
- Hadadi, I.; Rae, W.; Clarke, J.; McEntee, M.; Ekpo, E. Diagnostic Performance of Adjunctive Imaging Modalities Compared to Mammography Alone in Women with Non-Dense and Dense Breasts: A Systematic Review and Meta-Analysis. Clin. Breast Cancer 2021, 21, 278–291. [Google Scholar] [CrossRef]
- Moon, W.K.; Myung, J.S.; Lee, Y.J.; Park, I.A.; Noh, D.-Y.; Im, J.-G. US of Ductal Carcinoma In Situ. RadioGraphics 2002, 22, 269–281. [Google Scholar] [CrossRef]
- Wang, Y.; Chen, H.; Li, N.; Ren, J.; Zhang, K.; Dai, M.; He, J. Ultrasound for Breast Cancer Screening in High-Risk Women: Results from a Population-Based Cancer Screening Program in China. Front. Oncol. 2019, 9, 286. [Google Scholar] [CrossRef]
- Houssami, N.; Skaane, P. Overview of the evidence on digital breast tomosynthesis in breast cancer detection. Breast 2013, 22, 101–108. [Google Scholar] [CrossRef]
- Lourenco, A.P.; Barry-Brooks, M.; Baird, G.L.; Tuttle, A.; Mainiero, M.B. Changes in Recall Type and Patient Treatment Following Implementation of Screening Digital Breast Tomosynthesis. Radiology 2015, 274, 337–342. [Google Scholar] [CrossRef]
- Hakim, C.M.; Catullo, V.J.; Chough, D.M.; Ganott, M.A.; Kelly, A.E.; Shinde, D.D.; Sumkin, J.H.; Wallace, L.P.; Bandos, A.I.; Gur, D. Effect of the Availability of Prior Full-Field Digital Mammography and Digital Breast Tomosynthesis Images on the Interpretation of Mammograms. Radiology 2015, 276, 65–72. [Google Scholar] [CrossRef] [Green Version]
- Rose, S.L.; Tidwell, A.L.; Bujnoch, L.J.; Kushwaha, A.C.; Nordmann, A.S.; Sexton, R. Implementation of Breast Tomosynthesis in a Routine Screening Practice: An Observational Study. Am. J. Roentgenol. 2013, 200, 1401–1408. [Google Scholar] [CrossRef]
- McCarthy, A.M.; Kontos, D.; Synnestvedt, M.; Tan, K.S.; Heitjan, D.F.; Schnall, M.; Conant, E.F. Screening Outcomes Following Implementation of Digital Breast Tomosynthesis in a General-Population Screening Program. JNCI J. Natl. Cancer Inst. 2014, 106, dju316. [Google Scholar] [CrossRef] [Green Version]
- Sprague, B.L.; Coley, R.Y.; Kerlikowske, K.; Rauscher, G.H.; Henderson, L.M.; Onega, T.; Lee, C.I.; Herschorn, S.D.; Tosteson, A.N.; Miglioretti, D.L. Assessment of Radiologist Performance in Breast Cancer Screening Using Digital Breast Tomosynthesis vs Digital Mammography. JAMA Netw. Open 2020, 3, e201759. [Google Scholar] [CrossRef] [Green Version]
- Houssami, N.; Lockie, D.; Clemson, M.; Pridmore, V.; Taylor, D.; Marr, G.; Evans, J.; Macaskill, P. Pilot trial of digital breast tomosynthesis (3D mammography) for population-based screening in BreastScreen Victoria. Med. J. Aust. 2019, 211, 357–362. [Google Scholar] [CrossRef]
- Bernardi, D.; Macaskill, P.; Pellegrini, M.; Valentini, M.; Fantò, C.; Ostillio, L.; Tuttobene, P.; Luparia, A.; Houssami, N. Breast cancer screening with tomosynthesis (3D mammography) with acquired or synthetic 2D mammography compared with 2D mammography alone (STORM-2): A population-based prospective study. Lancet Oncol. 2016, 17, 1105–1113. [Google Scholar] [CrossRef]
- Skaane, P.; Bandos, A.I.; Gullien, R.; Eben, E.B.; Ekseth, U.; Haakenaasen, U.; Izadi, M.; Jebsen, I.N.; Jahr, G.; Krager, M.; et al. Comparison of Digital Mammography Alone and Digital Mammography Plus Tomosynthesis in a Population-based Screening Program. Radiology 2013, 267, 47–56. [Google Scholar] [CrossRef] [Green Version]
- Lång, K.; Andersson, I.; Rosso, A.; Tingberg, A.; Timberg, P.; Zackrisson, S. Performance of one-view breast tomosynthesis as a stand-alone breast cancer screening modality: Results from the Malmö Breast Tomosynthesis Screening Trial, a population-based study. Eur. Radiol. 2016, 26, 184–190. [Google Scholar] [CrossRef]
- Kim, W.H.; Chang, J.M.; Lee, J.; Chu, A.J.; Seo, M.; Gweon, H.M.; Koo, H.R.; Lee, S.H.; Cho, N.; Bae, M.S. Diagnostic performance of tomosynthesis and breast ultrasonography in women with dense breasts: A prospective comparison study. Breast Cancer Res. Treat. 2017, 162, 85–94. [Google Scholar] [CrossRef]
- Tagliafico, A.S.; Mariscotti, G.; Valdora, F.; Durando, M.; Nori, J.; La Forgia, D.; Rosenberg, I.; Caumo, F.; Gandolfo, N.; Sormani, M.P. A prospective comparative trial of adjunct screening with tomosynthesis or ultrasound in women with mammography-negative dense breasts (ASTOUND-2). Eur. J. Cancer 2018, 104, 39–46. [Google Scholar] [CrossRef]
- González-Huebra, I.; Elizalde, A.; García-Baizán, A.; Calvo, M.; Ezponda, A.; Martínez-Regueira, F.; Pina, L. Is it worth to perform preoperative MRI for breast cancer after mammography, tomosynthesis and ultrasound? Magn. Reson. Imaging 2019, 57, 317–322. [Google Scholar] [CrossRef]
- The Royal Australian and New Zealand College of Radiologists. Breast Imaging Grading Comparison and Lesion Classification Lists. Available online: https://www.ranzcr.com/college/document-library/breast-imaging-grading-comparison-and-lesion-classification (accessed on 6 February 2022).
- Sickles, E.; d’Orsi, C.; Bassett, L.; Appleton, C.; Berg, W.; Burnside, E. Acr Bi-Rads® Mammography. ACR BI-RADS® Atlas, Breast Imaging Reporting and Data System, 5th ed.; American College of Radiology: Fairfax County, VA, USA, 2013. [Google Scholar]
- DeLong, E.R.; DeLong, D.M.; Clarke-Pearson, D.L. Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach. Biometrics 1988, 44, 837–845. [Google Scholar] [CrossRef]
- Demetri-Lewis, A.; Slanetz, P.J.; Eisenberg, R.L. Breast calcifications: The focal group. Am. J. Roentgenol. 2012, 198, W325–W343. [Google Scholar] [CrossRef]
- Hooley, R.J.; Scoutt, L.M.; Philpotts, L.E. Breast Ultrasonography: State of the Art. Radiology 2013, 268, 642–659. [Google Scholar] [CrossRef]
- Vourtsis, A.; Berg, W.A. Breast density implications and supplemental screening. Eur. Radiol. 2019, 29, 1762–1777. [Google Scholar] [CrossRef]
- Yun, S.J.; Ryu, C.-W.; Rhee, S.J.; Ryu, J.K.; Oh, J.Y. Benefit of adding digital breast tomosynthesis to digital mammography for breast cancer screening focused on cancer characteristics: A meta-analysis. Breast Cancer Res. Treat. 2017, 164, 557–569. [Google Scholar] [CrossRef] [PubMed]
- Kang, D.K.; Jeon, G.S.; Yim, H.; Jung, Y.S. Diagnosis of the intraductal component of invasive breast cancer: Assessment with mammography and sonography. J. Ultrasound Med. 2007, 26, 1587–1600. [Google Scholar] [CrossRef] [PubMed]
- Rosen, P.P.; Groshen, S.; Saigo, P.E.; Kinne, D.W.; Hellman, S. Pathological prognostic factors in stage I (T1N0M0) and stage II (T1N1M0) breast carcinoma: A study of 644 patients with median follow-up of 18 years. J. Clin. Oncol. 1989, 7, 1239–1251. [Google Scholar] [CrossRef] [PubMed]
- Roubidoux, M.A.; Bailey, J.E.; Wray, L.A.; Helvie, M.A. Invasive Cancers Detected after Breast Cancer Screening Yielded a Negative Result: Relationship of Mammographic Density to Tumor Prognostic Factors. Radiology 2004, 230, 42–48. [Google Scholar] [CrossRef] [Green Version]
- Birdwell, R.L.; Ikeda, D.M.; O’Shaughnessy, K.F.; Sickles, E.A. Mammographic Characteristics of 115 Missed Cancers Later Detected with Screening Mammography and the Potential Utility of Computer-aided Detection. Radiology 2001, 219, 192–202. [Google Scholar] [CrossRef]
- Conklin, M.W.; Keely, P.J. Why the stroma matters in breast cancer: Insights into breast cancer patient outcomes through the examination of stromal biomarkers. Cell Adhes. Migr. 2012, 6, 249–260. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Li, J.; Zhang, H.; Jiang, H.; Guo, X.; Zhang, Y.; Qi, D.; Guan, J.; Liu, Z.; Wu, E.; Luo, S. Diagnostic performance of digital breast tomosynthesis for breast suspicious calcifications from various populations: A comparison with full-field digital mammography. Comput. Struct. Biotechnol. J. 2019, 17, 82–89. [Google Scholar] [CrossRef]
- Nagashima, T.; Hashimoto, H.; Oshida, K.; Nakano, S.; Tanabe, N.; Nikaido, T.; Koda, K.; Miyazaki, M. Ultrasound demonstration of mammographically detected microcalcifications in patients with ductal carcinoma in situ of the breast. Breast Cancer 2005, 12, 216–220. [Google Scholar] [CrossRef]
- Gufler, H.; Hernando Buitrago-Téllez, C.; Madjar, H.; Allmann, K.H.; Uhl, M.; Rohr-Reyes, A. Ultrasound demonstration of mammographically detected microcalcifications. Acta Radiol. 2000, 41, 217–221. [Google Scholar] [CrossRef]
- García-Barquín, P.; Páramo, M.; Elizalde, A.; Pina, L.; Etxano, J.; Fernandez-Montero, A.; Caballeros, M. The effect of the amount of peritumoral adipose tissue in the detection of additional tumors with digital breast tomosynthesis and ultrasound. Acta Radiol. 2017, 58, 645–651. [Google Scholar] [CrossRef]
- Stavros, A. Benign solid nodules: Specific pathologic diagnosis. Breast Ultrasound 2004, 13, 528–596. [Google Scholar]
- Tabár, L.; Vitak, B.; Chen, T.H.-H.; Yen, A.M.-F.; Cohen, A.; Tot, T.; Chiu, S.Y.-H.; Chen, S.L.-S.; Fann, J.C.-Y.; Rosell, J. Swedish two-county trial: Impact of mammographic screening on breast cancer mortality during 3 decades. Radiology 2011, 260, 658–663. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Hadadi, I.; Rae, W.; Clarke, J.; McEntee, M.; Ekpo, E. Breast cancer detection: Comparison of digital mammography and digital breast tomosynthesis across non-dense and dense breasts. Radiography 2021, 27, 1027–1032. [Google Scholar] [CrossRef] [PubMed]
- Baum, J.K.; Hanna, L.G.; Acharyya, S.; Mahoney, M.C.; Conant, E.F.; Bassett, L.W.; Pisano, E.D. Use of BI-RADS 3–probably benign category in the American College of Radiology imaging network digital mammographic imaging screening trial. Radiology 2011, 260, 61–67. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Sickles, E.A. Probably benign breast lesions: When should follow-up be recommended and what is the optimal follow-up protocol? Radiology 1999, 213, 11–14. [Google Scholar] [CrossRef]
- Flowers, C.I.; O’Donoghue, C.; Moore, D.; Goss, A.; Kim, D.; Kim, J.-H.; Elias, S.G.; Fridland, J.; Esserman, L.J. Reducing false-positive biopsies: A pilot study to reduce benign biopsy rates for BI-RADS 4A/B assessments through testing risk stratification and new thresholds for intervention. Breast Cancer Res. Treat. 2013, 139, 769–777. [Google Scholar] [CrossRef] [Green Version]
- Brennan, P.C.; Ganesan, A.; Eckstein, M.P.; Ekpo, E.U.; Tapia, K.; Mello-Thoms, C.; Lewis, S.; Juni, M.Z. Benefits of Independent Double Reading in Digital Mammography: A Theoretical Evaluation of All Possible Pairing Methodologies. Acad. Radiol. 2019, 26, 717–723. [Google Scholar] [CrossRef]
Characteristic | Patients No. (%) |
---|---|
Age (years) | |
40–49 | 60 (12.4) |
50–59 | 188 (39) |
60–69 | 156 (32.4) |
70–79 | 74 (15.4) |
≥80 | 4 (0.8) |
Breast Density | |
Almost entirely fatty | 58 (12) |
Scattered areas of fibroglandular density | 142 (29.4) |
Heterogeneously dense | 206 (42.8) |
Extremely dense | 76 (15.8) |
Risk Factor | |
Personal history of Breast Cancer | 8 (1.67) |
Family History of Breast Cancer | 78 (16.2) |
Personal and family history of Breast Cancer | 4 (0.83) |
No personal and family history of Breast Cancer | 392 (81.3) |
Characteristic | Dense Breasts No. (%) | Non-Dense Breasts No. (%) |
---|---|---|
Cancer Type | ||
Malignant–Invasive | 121 (72.5) | 111 (86) |
Malignant–Non-invasive | 46 (27.5) | 18 (14) |
Tumor Grade | ||
Grade 1 | 34 (20.5) | 38 (29.4) |
Grade 2 | 63 (38) | 49 (38) |
Grade 3 | 24 (14) | 26 (20.2) |
Not specified | 46 (27.7) | 16 (12.4) |
Size | ||
≤1 cm | 59 (35) | 63 (48.9) |
1.1–2 cm | 56 (33.8) | 49 (38) |
2.1–3 cm | 26 (15.6) | 10 (7.7) |
>3 cm | 26 (15.6) | 7 (5.4) |
Breast Density | Modality | Sensitivity (95% CI) | p | Specificity (95% CI) | p | PPV (95% CI) | p | ROC AUC (95% CI) | p |
---|---|---|---|---|---|---|---|---|---|
Dense Breasts | |||||||||
All cases | DBT | 98.2 (94.8–99.6) | <0.001 | 15.4 (9.6–23) | <0.001 | 61.3 (55.2–67) | 0.04 | 0.568 (0.501–0.636) | 0.001 |
US | 80 (73–85.6) | 55 (44.8–63) | 71 (64–77) | 0.671 (0.607–0.735) | |||||
Calcifications Feature present | DBT | 100 (93.4–100) | <0.001 | 2 (0–10.1) | <0.001 | 51 (41–61) | 0.003 | 0.509 (0.400–0.619) | <0.001 |
US | 37 (24.3–51.3) | 92.5 (82–98) | 83.3 (63–95.3) | 0.647 (0.543–0.752) | |||||
none | DBT | 97.3 (92.3–99) | 0.08 | 25 (15.5–36) | 0.8 | 67 (58.8–73.9) | 0.97 | 0.611 (0.525–0.698) | 0.82 |
US | 100 (96.7–100) | 24 (14.4–35.1) | 70 (59.2–74) | 0.618 (0.531–0.705) | |||||
Non-Dense Breasts | |||||||||
All cases | DBT | 99.2 (95.8–100) | <0.001 | 22 (13.1–33.1) | 0.14 | 69.2 (62–76) | 0.93 | 0.606 (0.521–0.691) | 0.57 |
US | 84 (76.2–90) | 33 (22.3–45) | 68.8 (61–75.9) | 0.583 (0.499–0.667) | |||||
Calcifications Feature present | DBT | 100 (75.3–100) | 0.008 | 0 (0–19) | 0.02 | 42 (42–42) | 0.33 | 0.500 (0.291–0.709) | 0.15 |
US | 54 (25–81) | 72.2 (47–90) | 58.3 (29–85) | 0.630 (0.427–0.834) | |||||
none | DBT | 99 (95.3–100) | <0.001 | 16.4 (8–29) | 0.03 | 71.4 (64–78.3) | 0.72 | 0.577 (0.480–0.673) | 0.58 |
US | 87 (80–93) | 33 (21–46.7) | 73.2 (65–80.4) | 0.599 (0.504–0.694) |
DBT | ||||||
Biopsy Results | Breast Density | No Significant Abnormality | Benign Lesion | Equivocal Lesion | Suspicious Lesion | Malignant Lesion |
Benign | Dense | 5 | 14 | 85 | 5 | 1 |
Non-Dense | 2 | 13 | 48 | 3 | 0 | |
Non-Invasive Cancer | Dense | 0 | 0 | 18 | 6 | 1 |
Non-Dense | 0 | 1 | 6 | 3 | 0 | |
Invasive Cancer | Dense | 1 | 2 | 12 | 14 | 10 |
Non-Dense | 0 | 0 | 14 | 17 | 3 | |
US | ||||||
Biopsy Results | Breast Density | No Significant Abnormality | Benign Lesion | Equivocal Lesion | Suspicious Lesion | Malignant Lesion |
Benign | Dense | 52 | 11 | 42 | 4 | 1 |
Non-Dense | 16 | 6 | 23 | 9 | 12 | |
Non-Invasive Cancer | Dense | 19 | 1 | 3 | 1 | 1 |
Non-Dense | 3 | 0 | 3 | 2 | 2 | |
Invasive Cancer | Dense | 4 | 1 | 7 | 12 | 15 |
Non-Dense | 6 | 0 | 6 | 12 | 10 |
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Hadadi, I.; Clarke, J.; Rae, W.; McEntee, M.; Vincent, W.; Ekpo, E. Diagnostic Efficacy across Dense and Non-Dense Breasts during Digital Breast Tomosynthesis and Ultrasound Assessment for Recalled Women. Diagnostics 2022, 12, 1477. https://doi.org/10.3390/diagnostics12061477
Hadadi I, Clarke J, Rae W, McEntee M, Vincent W, Ekpo E. Diagnostic Efficacy across Dense and Non-Dense Breasts during Digital Breast Tomosynthesis and Ultrasound Assessment for Recalled Women. Diagnostics. 2022; 12(6):1477. https://doi.org/10.3390/diagnostics12061477
Chicago/Turabian StyleHadadi, Ibrahim, Jillian Clarke, William Rae, Mark McEntee, Wendy Vincent, and Ernest Ekpo. 2022. "Diagnostic Efficacy across Dense and Non-Dense Breasts during Digital Breast Tomosynthesis and Ultrasound Assessment for Recalled Women" Diagnostics 12, no. 6: 1477. https://doi.org/10.3390/diagnostics12061477
APA StyleHadadi, I., Clarke, J., Rae, W., McEntee, M., Vincent, W., & Ekpo, E. (2022). Diagnostic Efficacy across Dense and Non-Dense Breasts during Digital Breast Tomosynthesis and Ultrasound Assessment for Recalled Women. Diagnostics, 12(6), 1477. https://doi.org/10.3390/diagnostics12061477