Evaluating the Necessity and Impact of Cardiac Imaging on Breast Cancer Care in Northwestern Ontario
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Population
2.2. Outcomes
2.3. Statistical Analysis
3. Results
3.1. Patient and Cardiac Imaging Characteristics
3.2. The Yield of Cardiac Imaging Based on Treatment Regimen
3.3. Predictive Variables for a Higher Yield of Cardiac Imaging
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
CVD | Cardiovascular disease |
NWO | Northwestern Ontario |
HF | Heart failure |
MUGA | Multiple gated acquisition |
CMR | Cardiac magnetic resonance |
LVEF | Left ventricular ejection fraction |
NCCN | National Comprehensive Cancer Network |
FDA | Food and Drug Administration |
BMI | Body mass index |
HER2 | Human epidermal growth factor receptor 2 |
BRCA | Breast cancer gene |
GnRH | Gonadotropin-releasing hormone |
ECOG | Eastern Cooperative Oncology Group |
CAD | Coronary artery disease |
COPD | Chronic obstructive pulmonary disease |
PVD | Peripheral vascular disease |
TIA | Transient ischemic attack |
CKD | Chronic kidney disease |
References
- Government of Canada Statistics Canada. Number of New Cases and Age-Standardized Rates of Primary Cancer, by Cancer Type and Sex. 2016. Available online: https://www150.statcan.gc.ca/t1/tbl1/en/tv.action?pid=1310074701 (accessed on 14 August 2024).
- Duncan, W.; Kerr, G.R. The curability of breast cancer. Br. Med. J. 1976, 2, 781–783. [Google Scholar] [CrossRef] [PubMed]
- Alexander, F.E.; Anderson, T.J.; Brown, H.K.; Forrest, A.P.; Hepburn, W.; Kirkpatrick, A.E.; Muir, B.B.; Prescott, R.J.; Smith, A. 14 years of follow-up from the Edinburgh randomised trial of breast-cancer screening. Lancet 1999, 353, 1903–1908. [Google Scholar] [CrossRef] [PubMed]
- Bonadonna, G.; Zambetti, M.; Valagussa, P. Sequential or Alternating Doxorubicin and CMF Regimens in Breast Cancer With More Than Three Positive Nodes: Ten-Year Results. JAMA 1995, 273, 542–547. [Google Scholar] [CrossRef]
- Slamon, D.J.; Leyland-Jones, B.; Shak, S.; Fuchs, H.; Paton, V.; Bajamonde, A.; Fleming, T.; Eiermann, W.; Wolter, J.; Pegram, M.; et al. Use of chemotherapy plus a monoclonal antibody against HER2 for metastatic breast cancer that overexpresses HER2. N. Engl. J. Med. 2001, 344, 783–792. [Google Scholar] [CrossRef] [PubMed]
- Swain, S.M.; Whaley, F.S.; Ewer, M.S. Congestive heart failure in patients treated with doxorubicin: A retrospective analysis of three trials. Cancer 2003, 97, 2869–2879. [Google Scholar] [CrossRef]
- Piccart-Gebhart, M.J.; Procter, M.; Leyland-Jones, B.; Goldhirsch, A.; Untch, M.; Smith, I.; Gianni, L.; Baselga, J.; Bell, R.; Jackish, C.; et al. Trastuzumab after Adjuvant Chemotherapy in HER2-Positive Breast Cancer. N. Engl. J. Med. 2005, 353, 1659–1672. [Google Scholar] [CrossRef]
- Thavendiranathan, P.; Abdel-Qadir, H.; Fischer, H.D.; Camacho, X.; Amir, E.; Austin, P.C.; Lee, D.S. Breast Cancer Therapy-Related Cardiac Dysfunction in Adult Women Treated in Routine Clinical Practice: A Population-Based Cohort Study. J. Clin. Oncol. 2016, 34, 2239–2246. [Google Scholar] [CrossRef]
- Abdel-Qadir, H.; Ong, G.; Fazelzad, R.; Amir, E.; Lee, D.S.; Thavendiranathan, P.; Tomlinson, G. Interventions for preventing cardiomyopathy due to anthracyclines: A Bayesian network meta-analysis. Ann. Oncol. 2017, 28, 628–633. [Google Scholar] [CrossRef]
- Abdel-Qadir, H.; Austin, P.C.; Lee, D.S.; Amir, E.; Tu, J.V.; Thavendiranathan, P.; Fung, K.; Anderson, G.M. A Population-Based Study of Cardiovascular Mortality Following Early-Stage Breast Cancer. JAMA Cardiol. 2017, 2, 88–93. [Google Scholar] [CrossRef]
- Narayan, H.K.; Finkelman, B.; French, B.; Plappert, T.; Hyman, D.; Smith, A.M.; Margulies, K.B.; Ky, B. Detailed Echocardiographic Phenotyping in Breast Cancer Patients: Associations with Ejection Fraction Decline, Recovery, and Heart Failure Symptoms over 3 Years of Followup. Circulation 2017, 135, 1397–1412. [Google Scholar] [CrossRef]
- Cho, H.; Lee, S.; Sim, S.H.; Park, I.H.; Lee, K.S.; Kwak, M.H.; Kim, H.J. Cumulative incidence of chemotherapy-induced cardiotoxicity during a 2-year follow-up period in breast cancer patients. Breast Cancer Res. Treat. 2020, 182, 333–343. [Google Scholar] [CrossRef] [PubMed]
- Lambert, J.; Lamacie, M.; Thampinathan, B.; Altaha, M.A.; Esmaeilzadeh, M.; Nolan, M.; Fresno, C.U.; Somerset, E.; Amir, E.; Marwick, T.H.; et al. Variability in echocardiography and MRI for detection of cancer therapy cardiotoxicity. Heart 2020, 106, 817–823. [Google Scholar] [CrossRef]
- Gradishar, W.J.; Moran, M.S.; Abraham, J.; Abramson, V.; Aft, R.; Agnese, D.; Allison, K.H.; Anderson, B.; Bailey, J.; Burstein, H.J.; et al. Breast Cancer, Version 3.2024, NCCN Clinical Practice Guidelines in Oncology. J. Natl. Compr. Cancer Netw. 2024, 22, 331–357. [Google Scholar] [CrossRef]
- Kalam, K.; Marwick, T.H. Role of cardioprotective therapy for prevention of cardiotoxicity with chemotherapy: A systematic review and meta-analysis. Eur. J. Cancer 2013, 49, 2900–2909. [Google Scholar] [CrossRef] [PubMed]
- Smith, L.A.; Cornelius, V.R.; Plummer, C.J.; Levitt, G.; Verrill, M.; Canney, P.; Jones, A. Cardiotoxicity of anthracycline agents for the treatment of cancer: Systematic review and meta-analysis of randomised controlled trials. BMC Cancer 2010, 10, 337. [Google Scholar] [CrossRef] [PubMed]
- Pareek, N.; Cevallos, J.; Moliner, P.; Shah, M.; Tan, L.L.; Chambers, V.; Baksi, A.J.; Khattar, R.S.; Sharma, R.; Rosen, S.D.; et al. Activity and outcomes of a cardio-oncology service in the United Kingdom—A five-year experience. Eur. J. Heart Fail. 2018, 20, 1721–1731. [Google Scholar] [CrossRef]
- National Comprehensive Cancer Network. NCCN Clinical Practice Guidelines in Oncology: Survivorship, Version 1; National Comprehensive Cancer Network: Plymouth Meeting, PA, USA, 2024; Available online: https://www.nccn.org/professionals/physician_gls/pdf/survivorship.pdf (accessed on 16 October 2024).
- Thavendiranathan, P.; Abdel-Qadir, H.; Fischer, H.D.; Liu, Y.; Camacho, X.; Amir, E.; Austin, P.C.; Lee, D.S. Risk-Imaging Mismatch in Cardiac Imaging Practices for Women Receiving Systemic Therapy for Early-Stage Breast Cancer: A Population-Based Cohort Study. J. Clin. Oncol. 2018, 36, 2980–2987. [Google Scholar] [CrossRef]
- Bouwer, N.I.; Jager, A.; Liesting, C.; Kofflard, M.J.M.; Brugts, J.J.; Kitzen, J.J.E.M.; Boersma, E.; Levin, M.D. Cardiac monitoring in HER2-positive patients on trastuzumab treatment: A review and implications for clinical practice. Breast 2020, 52, 33–44. [Google Scholar] [CrossRef]
- Febbraro, M.; Conlon, M.; Caswell, J.; Laferriere, N. Access to Cancer Care in Northwestern Ontario—A Population-Based Study Using Administrative Data. Curr. Oncol. 2020, 27, 271–275. [Google Scholar] [CrossRef]
- Wenghofer, E.; Timony, P.; Pong, R. A closer look at Ontario’s northern and southern rural physician demographics. Rural. Remote Health 2011, 11, 1591. Available online: https://www.rrh.org.au/journal/article/1591/ (accessed on 16 August 2024). [CrossRef]
- Pong, R.W.; Pitblado, J.R. Geographic Distribution of Physicians in Canada: Beyond How Many and Where; Canadian Institute for Health Information: Ottawa, ON, Canada, 2005; Available online: https://www.cihi.ca/sites/default/files/document/geographic-distribution-physicians-canada-en.pdf (accessed on 16 August 2024).
- Proportion Confidence Interval Calculator—Normal Approximation (Wald Interval), Clopper–Pearson, Wilson Score Interval. Available online: https://www.statskingdom.com/proportion-confidence-interval-calculator.html (accessed on 19 August 2024).
- Colab Google. Available online: https://colab.research.google.com/ (accessed on 19 August 2024).
- Button, K.S.; Ioannidis, J.P.A.; Mokrysz, C.; Nosek, B.A.; Flint, J.; Robinson, E.S.J.; Munafò, M.R. Power failure: Why small sample size undermines the reliability of neuroscience. Nat. Rev. Neurosci. 2013, 14, 365–376. [Google Scholar] [CrossRef]
- Marantz, P.R.; Tobin, J.N.; Wassertheil-Smoller, S.; Steingart, R.M.; Wexler, J.P.; Budner, N.; Lense, L.; Wachpress, J. The relationship between left ventricular systolic function and congestive heart failure diagnosed by clinical criteria. Circulation 1988, 77, 607–612. [Google Scholar] [CrossRef] [PubMed]
- St John Sutton, M.; Pfeffer, M.A.; Moye, L.; Plappert, T.; Rouleau, J.L.; Lamas, G.; Rouleau, J.L.; Parker, J.O.; Arnold, M.O.; Sussex, B.; et al. Cardiovascular death and left ventricular remodeling two years after myocardial infarction: Baseline predictors and impact of long-term use of captopril: Information from the Survival and Ventricular Enlargement (SAVE) trial. Circulation 1997, 96, 3294–3299. [Google Scholar] [CrossRef]
- Rusticus, S.A.; Lovato, C.Y. Impact of Sample Size and Variability on the Power and Type I Error Rates of Equivalence Tests: A Simulation Study. Practical Assessment, Res. Eval. 2014, 19, 11. Available online: https://openpublishing.library.umass.edu/pare/article/id/1375/ (accessed on 28 August 2024).
- Knudson, D.V.; Lindsey, C. Type I and Type II Errors in Correlations of Various Sample Sizes. Compr. Psychol. 2014, 3, 1–5. [Google Scholar] [CrossRef]
- Rubin, D.B. Estimating causal effects of treatments in randomized and nonrandomized studies. J. Educ. Psychol. 1974, 66, 688–701. [Google Scholar] [CrossRef]
- Concato, J.; Shah, N.; Horwitz, R.I. Randomized, controlled trials, observational studies, and the hierarchy of research designs. N. Engl. J. Med. 2000, 342, 1887–1892. [Google Scholar] [CrossRef] [PubMed]
- Armenian, S.H.; Lacchetti, C.; Barac, A.; Carver, J.; Constine, L.S.; Denduluri, N.; Dent, S.; Douglas, P.S.; Durand, J.B.; Ewer, M.; et al. Prevention and Monitoring of Cardiac Dysfunction in Survivors of Adult Cancers: American Society of Clinical Oncology Clinical Practice Guideline. J. Clin. Oncol. 2017, 35, 893–911. [Google Scholar] [CrossRef]
- Cardinale, D.; Colombo, A.; Bacchiani, G.; Tedeschi, I.; Meroni, C.A.; Veglia, F.; Civelli, M.; Lamantia, G.; Colombo, N.; Curigliano, G.; et al. Early Detection of Anthracycline Cardiotoxicity and Improvement With Heart Failure Therapy. Circulation 2015, 131, 1981–1988. [Google Scholar] [CrossRef]
- Tan-Chiu, E.; Yothers, G.; Romond, E.; Geyer, C.E.; Ewer, M.; Keefe, D.; Shannon, R.P.; Swain, S.M.; Brown, A.; Fehrenbacher, L.; et al. Assessment of Cardiac Dysfunction in a Randomized Trial Comparing Doxorubicin and Cyclophosphamide Followed by Paclitaxel, With or Without Trastuzumab As Adjuvant Therapy in Node-Positive, Human Epidermal Growth Factor Receptor 2–Overexpressing Breast Cancer: NSABP B-31. J. Clin. Oncol. 2005, 23, 7811–7819. [Google Scholar]
- Oken, M.M.; Creech, R.H.; Tormey, D.C.; Horton, J.; Davis, T.E.; McFadden, E.T.; Carbone, P.P. Toxicity and response criteria of the Eastern Cooperative Oncology Group. Am. J. Clin. Oncol. 1982, 5, 649. [Google Scholar] [CrossRef] [PubMed]
- Ishaaya, E.; Kinninger, A.; Schwarzman, L.; Hamidi, H.; Kim, B.; Roy, S.; Budoff, M.J. CAC progression in men and women: Is there an inflection at menopause? J. Am. Coll. Cardiol. 2024, 83, 1942. [Google Scholar] [CrossRef]
- Lerner, D.J.; Kannel, W.B. Patterns of coronary heart disease morbidity and mortality in the sexes: A 26-year follow-up of the Framingham population. Am. Heart J. 1986, 111, 383–390. [Google Scholar] [CrossRef] [PubMed]
- Kannel, W.B.; McGee, D.L. Diabetes and Cardiovascular Disease: The Framingham Study. JAMA 1979, 241, 2035–2038. [Google Scholar] [CrossRef]
- Subherwal, S.; Patel, M.R.; Kober, L.; Peterson, E.D.; Bhatt, D.L.; Gislason, G.H.; Olsen, A.M.S.; Jones, W.S.; Torp-Pedersen, C.; Fosbol, E.L. Peripheral artery disease is a coronary heart disease risk equivalent among both men and women: Results from a nationwide study. Eur. J. Prev. Cardiol. 2015, 22, 317–325. [Google Scholar] [CrossRef]
- Tanuseputro, P.; Manuel, D.; Leung, M.; Nguyen, K.; Johansen, H. Risk factors for cardiovascular disease in Canada. Can. J. Cardiol. 2003, 19, 1249–1259. Available online: https://pubmed.ncbi.nlm.nih.gov/14571310/ (accessed on 6 October 2024).
- Curigliano, G.; Lenihan, D.; Fradley, M.; Ganatra, S.; Barac, A.; Blaes, A.; Herrmann, J.; Porter, C.; Lyon, A.R.; Lancellotti, P.; et al. Management of cardiac disease in cancer patients throughout oncological treatment: ESMO consensus recommendations. Ann. Oncol. 2020, 31, 171–190. [Google Scholar] [CrossRef]
- Wu, G.; Wu, J.; Lu, Q.; Cheng, Y.; Mei, W. Association between cardiovascular risk factors and atrial fibrillation. Front. Cardiovasc. Med. 2023, 10, 1110424. [Google Scholar] [CrossRef]
- Chen, H.; Luo, X.; Du, Y.; He, C.; Lu, Y.; Shi, Z.; Zhou, J. Association between chronic obstructive pulmonary disease and cardiovascular disease in adults aged 40 years and above: Data from NHANES 2013–2018. BMC Pulm. Med. 2023, 23, 318. [Google Scholar] [CrossRef]
- Rabe, K.F.; Hurst, J.R.; Suissa, S. Cardiovascular disease and COPD: Dangerous liaisons? Eur. Respir. Rev. 2018, 27, 240274. Available online: https://err.ersjournals.com/content/27/149/180057 (accessed on 7 October 2024). [CrossRef]
- Fuhr, D.P.; Brotto, A.R.; Rowe, B.H.; Bhutani, M.; Rosychuk, R.J.; Stickland, M.K. Examining changes in vascular function, arterial stiffness and systemic inflammation during hospitalization and recovery from an acute exacerbation of chronic obstructive pulmonary disease. Sci. Rep. 2023, 13, 12245. [Google Scholar] [CrossRef] [PubMed]
- Bobrowski, D.; Suntheralingam, S.; Calvillo-Argüelles, O.; Michalowska, M.; Amir, E.; Sacha Bhatia, R.; Thavendiranathan, P.; Abdel-Qadir, H. The Yield of Routine Cardiac Imaging in Breast Cancer Patients Receiving Trastuzumab-Based Treatment: A Retrospective Cohort Study. Can. J. Cardiol. 2020, 36, 1658–1666. [Google Scholar] [CrossRef] [PubMed]
Characteristic | Total (n = 93) | Cohort A (n = 3) | Cohort B (n = 60) | Cohort C (n = 30) |
---|---|---|---|---|
Age (years) | ||||
Mean (SD) | 59.48 (10.41) | 73.55 (9.90) | 58.83 (9.83) | 59.37 (10.91) |
Range | 35.74–84.97 | 67.32–84.97 | 35.74–81.57 | 39.30–75.43 |
Menopausal status | ||||
Premenopausal, n (%) | 13 (13.98) | 0 (0.00) | 8 (13.33) | 5 (16.67) |
Perimenopausal, n (%) | 8 (8.60) | 0 (0.00) | 6 (10.00) | 2 (6.67) |
Postmenopausal, n (%) | 65 (69.89) | 2 (66.67) | 41 (68.33) | 22 (73.33) |
Unknown, n (%) | 7 (7.53) | 1 (33.33) | 5 (8.33) | 1 (3.33) |
BMI (kg/m2) | ||||
Mean (SD) | 30.38 (7.07) | 24.61 (1.90) | 30.31 (7.59) | 31.10 (6.10) |
Cancer type | ||||
Invasive ductal carcinoma, n (%) | 91 (97.85) | 3 (100.00) | 59 (98.33) | 29 (96.67) |
Lobular carcinoma, n (%) | 1 (1.08) | 0 (0.00) | 1 (1.67) | 0 (0.00) |
Ductal carcinoma in situ, n (%) | 1 (1.08) | 0 (0.00) | 0 (0.00) | 1 (3.33) |
Cancer side | ||||
Right, n (%) | 49 (52.69) | 1 (33.33) | 32 (53.33) | 16 (53.33) |
Left, n (%) | 43 (46.24) | 2 (66.67) | 28 (46.67) | 13 (43.33) |
Bilateral, n (%) | 1 (1.08) | 0 (0.00) | 0 (0.00) | 1 (3.33) |
Tumour stage | ||||
Stage I, n (%) | 23 (24.73) | 2 (66.67) | 15 (25.00) | 6 (20.00) |
Stage II, n (%) | 48 (51.61) | 1 (33.33) | 28 (46.67) | 19 (63.33) |
Stage III, n (%) | 13 (13.98) | 0 (0.00) | 12 (20.00) | 1 (3.33) |
Unknown, n (%) | 9 (9.68) | 0 (0.00) | 5 (8.33) | 4 (13.33) |
Receptor status | ||||
ER+, n (%) | 65 (69.89) | 2 (66.67) | 40 (66.67) | 23 (76.67) |
PR+, n (%) | 58 (62.37) | 2 (66.67) | 38 (63.33) | 18 (60.00) |
HER2+, n (%) | 31 (34.41) | 3 (100.00) | 0 (0.00) | 29 (96.67) |
BRCA status | ||||
BRCA1+, n (%) | 2 (2.15) | 0 (0.00) | 2 (3.33) | 0 (0.00) |
BRCA2+, n (%) | 2 (2.15) | 1 (33.33) | 1 (1.67) | 0 (0.00) |
BRCA1/2−, n (%) | 15 (16.13) | 0 (0.00) | 13 (21.67) | 2 (6.67) |
Unknown, n (%) | 74 (79.57) | 2 (66.67) | 44 (73.33) | 28 (93.33) |
Treatment modality | ||||
Surgery a, n (%) | 91 (97.85) | 3 (100.00) | 58 (96.67) | 30 (100.00) |
Anthracycline, n (%) | 90 (96.77) | 0 (0.00) | 60 (100.00) | 30 (100.00) |
Trastuzumab, n (%) | 33 (35.48) | 3 (100.00) | 0 (0.00) | 30 (100.00) |
Endocrine therapy b, n (%) | 65 (69.89) | 2 (66.67) | 41 (68.33) | 22 (73.33) |
Radiation, n (%) | 78 (83.87) | 2 (66.67) | 52 (86.67) | 24 (80.00) |
Comparison | Cohort | Total Scans a | Total Changes b | Yield of Cardiac Imaging (95% CI) | Scans per Patient (95% CI) | Yield of Cardiac Imaging (p-Value c,d) | Scans per Patient (p-Value c,d) |
---|---|---|---|---|---|---|---|
- | Cohort A | 14 | 1 | 7.14% (1.27, 31.47) | 4.67 (−0.50, 9.84) | - | - |
Cohort B vs. Cohort C | Cohort B | 75 | 10 | 13.33% (7.41, 22.83) | 1.25 (1.10, 1.40) | 0.013 | <0.001 |
Cohort C | 144 | 6 | 4.17% (1.92, 8.79) | 4.80 (4.18, 5.42) | - | - |
Variable | Cohort | Change, Mean ± SD (Range) | No Change, Mean ± SD (Range) | p-Value | T-Statistic |
---|---|---|---|---|---|
Age (years) | A | 84.97 a | 67.84 ± 0.73 (67.32–68.36) | - | - |
B | 62.08 ± 10.05 (47.93–74.32) | 58.54 ± 9.85 (35.74–81.57) | 0.49 | 0.76 | |
C | 62.40 ± 6.67 (52.70–71.29) | 58.76 ± 11.58 (39.30–75.43) | 0.36 | 0.96 | |
BMI (kg/m2) | A | 26.64 a | 23.60 ± 1.05 (22.86–24.34) | - | - |
B | 36.89 ± 16.69 (19.88–57.45) | 29.71 ± 6.16 (20.52–54.30) | 0.54 | - c | |
C | 31.36 ± 3.70 (26.11–36.57) | 31.04 ± 6.52 (22.14–48.89) | 0.88 | 0.15 | |
LVEF (%) b | A | 51 a | 65 a | - | - |
B | 43.67 ± 13.32 (29–55) | 64.96 ± 6.96 (52–80) | 0.02 | −3.53 | |
C | 44.75 ± 4.79 (38–49) | 62.95 ± 7.72 (44–75) | <0.001 | −6.90 |
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Shortreed, H.; Clark, M.; Abdel-Qadir, H.; Siddiqui, R.; Aseyev, O. Evaluating the Necessity and Impact of Cardiac Imaging on Breast Cancer Care in Northwestern Ontario. Cancers 2025, 17, 1909. https://doi.org/10.3390/cancers17121909
Shortreed H, Clark M, Abdel-Qadir H, Siddiqui R, Aseyev O. Evaluating the Necessity and Impact of Cardiac Imaging on Breast Cancer Care in Northwestern Ontario. Cancers. 2025; 17(12):1909. https://doi.org/10.3390/cancers17121909
Chicago/Turabian StyleShortreed, Hannah, Megan Clark, Husam Abdel-Qadir, Rabail Siddiqui, and Olexiy Aseyev. 2025. "Evaluating the Necessity and Impact of Cardiac Imaging on Breast Cancer Care in Northwestern Ontario" Cancers 17, no. 12: 1909. https://doi.org/10.3390/cancers17121909
APA StyleShortreed, H., Clark, M., Abdel-Qadir, H., Siddiqui, R., & Aseyev, O. (2025). Evaluating the Necessity and Impact of Cardiac Imaging on Breast Cancer Care in Northwestern Ontario. Cancers, 17(12), 1909. https://doi.org/10.3390/cancers17121909