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Original Study|Articles in Press

The Effects of the COVID-19 Pandemic on Mastectomy Outcomes for Breast Cancer

Published:February 23, 2023DOI:https://doi.org/10.1016/j.clbc.2023.02.010

      Abstract

      Background

      Single center studies have shown that during the Coronavirus Disease 2019 (COVID-19) pandemic, many patients had surgical procedures postponed or modified. We studied how the pandemic affected the clinical outcomes of breast cancer patients who underwent mastectomies in 2020.

      Methods

      Using the American College of Surgeons (ACS) National Surgical Quality Improvement Program (NSQIP) database, we compared clinical variables of 31,123 and 28,680 breast cancer patients who underwent a mastectomy in 2019 and 2020, respectively. Data from 2019 served as the control, and data from 2020 represented the COVID-19 cohort.

      Results

      Fewer surgeries of all kinds were performed in the COVID-19 year than in the control (902,968 vs. 1,076,411). The proportion of mastectomies performed in the COVID-19 cohort was greater than in the control year (3.18% vs. 2.89%, <0.001). More patients presented with ASA level 3 in the COVID-19 year vs. the control (P < .002). Additionally, the proportion of patients with disseminated cancer was lower during the COVID-19 year (P < .001). Average hospital length of stay (P < .001) and time from operation to discharge were shorter in the COVID vs. control cohort (P < .001). Fewer unplanned readmissions were seen in the COVID year (P < .004).

      Conclusion

      The ongoing surgical services and mastectomies for breast cancer during the pandemic produced similar clinical outcomes to those seen in 2019. Prioritization of resources for sicker patients and the use of alternative interventions produced similar results for breast cancer patients who underwent a mastectomy in 2020.

      Keywords

      Introduction

      On March 11, 2020, the outbreak of Coronavirus Disease 2019 (COVID-19) was declared a pandemic by the World Health Organization. In the following months, key hospital resources such as intensive care unit beds and mechanical ventilators were reallocated to mitigate strain on the healthcare system.
      • Karan A
      • Wadhera RK.
      Healthcare system stress due to Covid-19: evading an evolving crisis.
      ,
      • Ji Y
      • Ma Z
      • Peppelenbosch MP
      • Pan Q.
      Potential association between COVID-19 mortality and health-care resource availability.
      As these services were stretched thin, providers had to make difficult decisions to deploy them in such a way as to provide the most benefit to the population.
      • Chopra V
      • Toner E
      • Waldhorn R
      • Washer L.
      How should U.S. hospitals prepare for Coronavirus Disease 2019 (COVID-19)?.
      Physicians from Fox Chase Cancer Center anticipated that the use of cancer care resources would be in direct conflict with the growing needs of COVID-19 patients, referring to cancer care during the pandemic as “a war on 2 fronts”.
      • Kutikov A
      • Weinberg DS
      • Edelman MJ
      • Horwitz EM
      • Uzzo RG
      • Fisher RI.
      A war on two fronts: Cancer Care in the Time of COVID-19.
      Early research provided evidence that cancer patients are more susceptible to COVID-19 infection, morbidity, and mortality.
      • Liang W
      • Guan W
      • Chen R
      • et al.
      Cancer patients in SARS-CoV-2 infection: a nationwide analysis in China.
      ,
      • Lee LYW
      • Cazier J-B
      • Starkey T
      • et al.
      COVID-19 prevalence and mortality in patients with cancer and the effect of primary tumour subtype and patient demographics: a prospective cohort study.
      Patients in general were wary of presenting to the ER or clinics for new or existing medical issues during the pandemic, for fear of contracting the virus.
      • Kamil AM
      • Davey MG
      • Marzouk F
      • et al.
      The impact of COVID-19 on emergency surgical presentations in a university teaching hospital.
      As a result, physicians had to carefully weigh the benefit of bringing cancer patients into a clinical environment against the potential risk of spreading COVID-19 among an already vulnerable population.
      Breast cancer patients, who make up the highest proportion of cancer patients worldwide,
      • Lei S
      • Zheng R
      • Zhang S
      • et al.
      Global patterns of breast cancer incidence and mortality: A population-based cancer registry data analysis from 2000 to 2020.
      were similarly affected.
      • Teng H
      • Dang W
      • Curpen B.
      Impact of COVID-19 and Socioeconomic Factors on Delays in High-Risk MRI Breast Cancer Screening.
      For example, Yin et al. reported that from March 15th to April 5th of 2020, the average rate of surgical breast consultations declined by 20.5% weekly.
      • Yin K
      • Singh P
      • Drohan B
      • Hughes KS.
      Breast imaging, breast surgery, and cancer genetics in the age of COVID-19.
      Additionally, the number of breast imagings performed declined by an average of 61.7% weekly in the same time period. Decreased utilization of health services by patients during the pandemic may be partially to blame,
      • Whaley CM
      • Pera MF
      • Cantor J
      • et al.
      Changes in health services use among commercially insured US populations during the COVID-19 pandemic.
      but physician-directed initiatives also impacted treatment. The American College of Surgeons provided guidelines on how essential cancer surgeries should be maintained during the pandemic, which prioritized operations for patients “likely to have survivorship compromised if surgery not performed within next 3 months”.

      Surgeons ACo. COVID-19 Guidelines for Triage of Breast Cancer Patients. COVID-19: Elective Case Guidelines for Surgical Care 2020; Available at: https://www.facs.org/for-medical-professionals/covid-19/clinical-guidance/elective-case/breast-cancer/. Accessed: 11/20/22.

      In a mixed-methods study, researchers at the University of Colorado School of Medicine found that breast cancer patients were anxious about contracting COVID-19 and how their care might be affected by deferrals or other treatment modifications.
      • Ludwigson A
      • Huynh V
      • Myers S
      • et al.
      Patient Perceptions of Changes in Breast Cancer Care and Well-Being During COVID-19: a mixed methods study.
      Now that the brunt of the healthcare challenges brought upon us by the COVID-19 pandemic seems to have subsided, the implications of these trends have yet to be fully investigated. This led us to analyze data from the American College of Surgeons National Surgical Quality Improvement Program (ACS NSQIP) in order to elucidate the downstream effects of the COVID-19 pandemic on breast cancer patients who underwent a mastectomy.

      Methods

      Using the ACS NSQIP database, we analyzed differences in patient demographics, preoperative comorbidities, perioperative factors, and postoperative complications between breast cancer patients in 2019 and 2020. CPT codes 19301, 19302, 19303, 19304, 19305, 19306, and 19307, and ICD-10 codes C50 and D05 were used to select for patients who underwent mastectomies for breast cancer.

      Coders AAoP. Surgical Procedures on the Breast, CPT Code Range 19000- 19499. 2022; Available at: https://www.aapc.com/codes/cpt-codes-range/19000-19499/. Accessed: 07/19/22.

      The Chi-square test was used to analyze categorical variables, like comorbidities, and Student's t-tests for continuous parameters, such as age and body mass index (BMI). Normality for conducting Student's t- tests on continuous variables was confirmed visually by use of histograms. The statistical software Minitab (version 17.1.0) was used for these analyses. All terms and definitions found in this study referring to gender, race, or ethnicity were adopted from the terms outlined and defined in the ACS NSQIP Participant Use File (PUF) Data Guide.
      • Raval MV
      • Pawlik TM.
      Practical guide to surgical data sets: national surgical quality improvement program (NSQIP) and pediatric NSQIP.
      Given the retrospective nature of the deidentified data used, institutional review board permission was not required.

      Results

      In 2019, a total of 31,123 patients received a mastectomy, compared to 28,680 patients in 2020 (Table 1). In absolute numbers, fewer surgical cases of any kind were performed in the COVID year than in the control (902,968 vs. 1,076,411). However, the proportion of patients who underwent a mastectomy in the COVID cohort was greater than in the control (3.18% vs. 2.89%, P < .001). Additionally, a greater proportion of patients in the COVID cohort also underwent reconstructive surgery following the primary mastectomy or lumpectomy (23.9% vs. 20.3%, P < .001).
      Table 1Patient Demographics
      Factors2019 (n = 31,123)2020 (n = 28,680)P- value
      Count%Count%
      White2030665.24%1797262.66%<.001
      Black/African American30289.73%324011.30%<.001
      Asian17095.49%16535.76%.148
      American Indian or Alaska Native1540.49%1180.41%.13
      Native Hawaiian or Pacific Islander1030.33%1130.39%.199
      Hispanic20896.71%21857.62%<.001
      Age (y) ± SEM60.6 ± 0.07460.0 ± 0.078<.001
      BMI (kg/m2) ± SEM29.62 ± 0.0429.51 ± 0.04.05
      There were less White patients (62.66% vs. 65.24%) and more Black patients (11.30% vs. 9.73%) who received a mastectomy in 2020 compared to 2019 (P < .001). There was also a larger proportion of Hispanic patients in 2020 compared to the previous year (7.62% vs. 6.71%, P < .001). Patients, on average, were younger (P < .001) and had lower BMIs (P = .05) in 2020.
      Patients were less likely to present with disseminated cancer (1.71% vs. 2.47%, P < .001), dyspnea (4.24% vs. 5.17%, P < .001), or COPD (2.45% vs. 2.77%, P = .016) in 2020. However, compared to 2019, patients were more likely to have systemic inflammatory response syndrome (SIRS, 0.34% vs. 0.25%, P = .033) prior to the operation (Table 2). The statistical difference seen here is due to the large population studied and may not be clinically significant.
      Table 2Preoperative Comorbidities
      Factors2019 (n = 31,123)2020 (n = 28,680)P-value
      Count%Count%
      Diabetes430213.82%388613.55%.332
      Dyspnea16085.17%12174.24%<.001
      Ventilator dependent30.01%30.01%1
      COPD8622.77%7042.45%.016
      Ascites60.02%50.02%1
      CHF1170.38%1120.39%.773
      Hypertension requiring medication1301441.81%1189741.48%.409
      Acute renal failure180.06%110.04%.28
      Dialysis770.25%730.25%.862
      Disseminated cancer7702.47%4911.71%<.001
      Open wound/Wound infection1010.32%870.30%.644
      Weight loss1450.47%1140.40%.192
      Bleeding disorder4301.38%3671.28%.277
      Pre-operative transfusion170.05%140.05%.755
      Sepsis30.01%30.01%1
      Septic shock10.00%10.00%1
      In 2020, a smaller proportion of patients were classified as ASA class 1 (3.12% vs. 3.47%, P = .018) or ASA class 2 (54.36% vs. 55.40%, P = .011), and a significantly higher percentage of patients were classified under ASA class 3 (40.63% vs. 39.40%, P = .002) than in 2019 (Table 3). Furthermore, both the average length of stay and time from operation to discharge were found to be significantly shorter in 2020 (P < .001).
      Table 3Perioperative Factors
      Factors2019 (n = 31,123)2020 (n = 28,680)P-value
      Count%Count%
      ASA 110793.47%8953.12%.018
      ASA 21724355.40%1559154.36%.011
      ASA 31226339.40%1165340.63%.002
      ASA 45051.62%5131.79%.117
      ASA 500.00%20.01%.23
      Wound class: clean3042797.76%2804197.77%.946
      Wound class: clean/contaminated5021.61%4381.53%.4
      Wound class: contaminated1660.53%1630.57%.564
      Wound class: dirty/infected280.09%380.13%.118
      Breast reconstruction631520.3%685723.9%<.001
      Time from operation to discharge (d)0.71 ± 0.0070.57 ± 0.007<.001
      Length of stay (d)0.76 ± 0.010.62 ± .011<.001
      Postoperative complication rates were very similar between the 2 years, with the exception being that there was a lower rate of unplanned readmissions in 2020 (2.15% vs. 2.51%, P = .004) (Table 4) .
      Table 4Postoperative Complications
      Factors2019 (n = 31,123)2020 (n = 28,680)P-value
      Count%Count%
      Mortality140.04%130.05%.984
      Superficial incisional SSI8732.80%7812.72%.542
      Deep incisional SSI1240.40%1100.38%.771
      Organ/space SSI2540.82%2610.91%.214
      Wound disruption1370.44%1120.39%.346
      Pneumonia220.07%310.11%.125
      Unplanned intubation130.04%100.03%.667
      Pulmonary embolism400.13%310.11%.468
      On ventilator > 48 h60.02%40.01%.756
      Progressive renal insufficiency100.03%70.02%.576
      Acute renal failure20.01%30.01%.676
      UTI1180.38%870.30%.113
      CVA/Stroke110.04%160.06%.24
      Cardiac arrest requiring CPR90.03%40.01%.272
      Myocardial infarction160.05%170.06%.682
      Bleeding2390.77%2330.81%.539
      DVT requiring therapy450.14%380.13%.692
      Sepsis780.25%650.23%.549
      Septic shock70.02%30.01%.348
      Return to OR10323.32%9623.35%.794
      In hospital > 30 d70.02%20.01%.183
      Unplanned readmission7802.51%6182.15%.004
      CDI190.06%90.03%.094
      Number of patients with 1 or more of the above complications26428.49%23298.12%.103

      Discussion

      The overall smaller number of patients who underwent a mastectomy in 2020 compared to 2019 is not surprising given the circumstances, which can also explain the relatively higher proportion of mastectomies performed in 2020: the patients undergoing operations were those for whom it was deemed medically necessary in the near future, and they were prioritized. As to why these patients were also more likely to undergo reconstructive surgery following the initial operation, a study of mastectomy and lumpectomy rates suggest this is due to the psychological importance of reconstruction, especially in double mastectomy patients, and the desire to reduce a backlog of future reconstruction cases during the pandemic.
      • Rubenstein RN
      • Stern CS
      • Plotsker EL
      • et al.
      Effects of COVID-19 on mastectomy and breast reconstruction rates: a national surgical sample.
      It is therefore probable that reconstruction was performed as part of the same procedure when appropriate, to reduce subsequent visits and therefore exposure risk. For patients with less surgically urgent cases, many oncologists recommended the postponing of surgical intervention.
      • Dietz JR
      • Moran MS
      • Isakoff SJ
      • et al.
      Recommendations for prioritization, treatment, and triage of breast cancer patients during the COVID-19 pandemic. the COVID-19 pandemic breast cancer consortium.
      ,
      • Papautsky EL
      • Hamlish T.
      Patient-reported treatment delays in breast cancer care during the COVID-19 pandemic.
      A study by Satish et al. found that nearly half of COVID-negative, lower-risk breast cancer patients had their treatment(s) postponed or modified during the first year of the pandemic.
      Postponing of surgical treatments, however, did not necessarily mean a lack of treatment entirely thanks to outpatient therapies. For example, some patients may have undergone intraoperative radiation therapy to buy time before surgical intervention.
      • Chahuan B
      • Soza-Ried C
      • Fariña A
      • et al.
      Management plan for breast cancer during the COVID-19 pandemic. A single-institution alternative to treat early breast cancer patients in a short time.
      Furthermore, patients with hormone receptor positive breast cancer may have elected to receive neoadjuvant endocrine therapy to accomplish the same result.
      • Marti C
      • Sánchez-Méndez JI.
      Neoadjuvant endocrine therapy for luminal breast cancer treatment: a first-choice alternative in times of crisis, such as the COVID-19 pandemic.
      ,
      • Kalinsky K
      • Barlow WE
      • Meric-Bernstam F
      • et al.
      Abstract GS3-00: First results from a phase III randomized clinical trial of standard adjuvant endocrine therapy (ET)+/-chemotherapy (CT) in patients (pts) with 1-3 positive nodes, hormone receptor-positive (HR+) and HER2-negative (HER2-) breast cancer (BC) with recurrence score (RS)< 25: SWOG S1007 (RxPonder).
      These alternatives could be performed at smaller facilities, the latter even at a primary care location. However, the outcomes of these patients were not examined in this study as we focused on mastectomies only.
      The reduced proportion of patients presenting with COPD or dyspnea prior to operation was also not surprising, given that respiratory conditions result in increased vulnerability to and a worse prognosis if infected with COVID-19 in the hospital environment.
      • Higham A
      • Mathioudakis A
      • Vestbo J
      • Singh D.
      COVID-19 and COPD: a narrative review of the basic science and clinical outcomes.
      Respiratory and cardiac comorbidities likely resulted in postponement of surgery for these patients if their cancer was not life-threatening in the short term. Our finding of a decrease in the rate of patients with disseminated cancer could also be explained by preferential use of non-surgical management as the first choice during this time. Alternatively, it is possible that small malignancies confirmed by mammogram were treated in an outpatient care setting without subsequent whole-body scans.
      • Van Zeelst LJ
      • Derksen R
      • Wijers CHW
      • et al.
      The Quest for Outpatient Mastectomy in COVID-19 Era: Barriers and Facilitators.
      This also agrees with literature findings which cite decreased radiology volume during the first stages of the pandemic.
      • Naidich JJ
      • Boltyenkov A
      • Wang JJ
      • Chusid J
      • Hughes D
      • Sanelli PC.
      Impact of the coronavirus disease 2019 (COVID-19) pandemic on imaging case volumes.
      ,
      • Norbash AM
      • Van Moore Jr, A
      • Recht MP
      • et al.
      Early-stage radiology volume effects and considerations with the coronavirus disease 2019 (COVID-19) pandemic: adaptations, risks, and lessons learned.
      Those patients who did undergo a mastectomy in 2020 had significantly shorter lengths of stay and time from operation to discharge and were also less likely to have an unplanned readmission. We speculate that providers and facilities were more aware of the time patients spent in a medical environment, which in the context of COVID-19 meant increased risk of transmission, for patient safety purposes and possibly due to pandemic guidelines. Interestingly, all other postoperative complication rates were similar to those reported in 2019. Facilities were able to reduce the time that the patient was in a hospital environment, while maintaining or even possibly improving standards and outcomes of care, as evidenced by our analysis. Despite this, a collaborative simulation model experiment predicted a resulting 2,487 (0.52% increase) breast cancer deaths by 2030 due to delayed screening, diagnosis, and treatment during the COVID-19 pandemic.
      • Alagoz O
      • Lowry KP
      • Kurian AW
      • et al.
      Impact of the COVID-19 pandemic on breast cancer mortality in the US: estimates from collaborative simulation modeling.
      This study reports outcomes on patients who were able to receive surgical treatment during the pandemic but is primarily limited in that we do not have outcome data on patients whose treatment was postponed beyond 2020. The retrospective nature of this study also prevented us from choosing to analyze more specific outcome variables and other clinical parameters in this population, in addition to more subjective information, such as patient experience. More studies are needed to determine the full effects of the COVID-19 pandemic on breast cancer patients and other cancer patients as well.
      Overall, the ongoing surgical services and mastectomies for breast cancer during the pandemic produced very similar results to what were seen in 2019. Prioritization of resources for sicker patients with breast cancer and the use of alternative interventions produced similar results for breast cancer patients who underwent mastectomies during the first year of the pandemic. The effects of delayed surgical treatment, however, are not fully clear at this point in time and require further investigation.

      Clinical Practice Points

      • Single center studies have shown that during the Coronavirus Disease 2019 (COVID-19) pandemic, many non-critical patients had surgical treatment delayed due to pandemic-related safety measures and reallocation of hospital resources.
        Therefore, we used the American College of Surgeons (ACS) National Surgical Quality Improvement Program (NSQIP) database to compare clinical factors of 31,123 and 28,680 breast cancer patients who underwent a mastectomy for breast cancer in 2019 (Control group) and in 2020 (COVID-19 group) respectively.
      • In 2020, the pre-operative conditions of patients who underwent a mastectomy for cancer were more severe than those in the 2019 cohort.
        Even so, the outcomes of mastectomy patients were slightly better in 2020, indicating that hospitals provided excellent care for these patients even during the pandemic.
        With this hindsight, we now see that healthcare institutions were able to maintain a high standard of care for patients with breast cancer, which can inform future care decisions should a similar crisis arise.

      Declaration of Competing Interest

      The authors declare no conflict(s) of interest, financial or otherwise.

      References

        • Karan A
        • Wadhera RK.
        Healthcare system stress due to Covid-19: evading an evolving crisis.
        J Hosp Med. 2021; 16: 127
        • Ji Y
        • Ma Z
        • Peppelenbosch MP
        • Pan Q.
        Potential association between COVID-19 mortality and health-care resource availability.
        Lancet Glob Health. 2020; 8: e480
        • Chopra V
        • Toner E
        • Waldhorn R
        • Washer L.
        How should U.S. hospitals prepare for Coronavirus Disease 2019 (COVID-19)?.
        Ann Int Med. 2020; 172: 621-622
        • Kutikov A
        • Weinberg DS
        • Edelman MJ
        • Horwitz EM
        • Uzzo RG
        • Fisher RI.
        A war on two fronts: Cancer Care in the Time of COVID-19.
        Ann Int Med. 2020; 172: 756-758
        • Liang W
        • Guan W
        • Chen R
        • et al.
        Cancer patients in SARS-CoV-2 infection: a nationwide analysis in China.
        Lancet Oncol. 2020; 21: 335-337
        • Lee LYW
        • Cazier J-B
        • Starkey T
        • et al.
        COVID-19 prevalence and mortality in patients with cancer and the effect of primary tumour subtype and patient demographics: a prospective cohort study.
        Lancet Oncol. 2020; 21: 1309-1316
        • Kamil AM
        • Davey MG
        • Marzouk F
        • et al.
        The impact of COVID-19 on emergency surgical presentations in a university teaching hospital.
        Irish J Med Sci. 2022; 191: 1059-1065
        • Lei S
        • Zheng R
        • Zhang S
        • et al.
        Global patterns of breast cancer incidence and mortality: A population-based cancer registry data analysis from 2000 to 2020.
        Cancer Commun. 2021; 41: 1183-1194
        • Teng H
        • Dang W
        • Curpen B.
        Impact of COVID-19 and Socioeconomic Factors on Delays in High-Risk MRI Breast Cancer Screening.
        Tomography. 2022; 8: 2171-2181
        • Yin K
        • Singh P
        • Drohan B
        • Hughes KS.
        Breast imaging, breast surgery, and cancer genetics in the age of COVID-19.
        Cancer. 2020; 126: 4466-4472
        • Whaley CM
        • Pera MF
        • Cantor J
        • et al.
        Changes in health services use among commercially insured US populations during the COVID-19 pandemic.
        JAMA Netw Open. 2020; 3e2024984
      1. Surgeons ACo. COVID-19 Guidelines for Triage of Breast Cancer Patients. COVID-19: Elective Case Guidelines for Surgical Care 2020; Available at: https://www.facs.org/for-medical-professionals/covid-19/clinical-guidance/elective-case/breast-cancer/. Accessed: 11/20/22.

        • Ludwigson A
        • Huynh V
        • Myers S
        • et al.
        Patient Perceptions of Changes in Breast Cancer Care and Well-Being During COVID-19: a mixed methods study.
        Ann Surg Oncol. 2022; 29: 1649-1657
      2. Coders AAoP. Surgical Procedures on the Breast, CPT Code Range 19000- 19499. 2022; Available at: https://www.aapc.com/codes/cpt-codes-range/19000-19499/. Accessed: 07/19/22.

        • Raval MV
        • Pawlik TM.
        Practical guide to surgical data sets: national surgical quality improvement program (NSQIP) and pediatric NSQIP.
        JAMA Surg. 2018; 153: 764-765
        • Rubenstein RN
        • Stern CS
        • Plotsker EL
        • et al.
        Effects of COVID-19 on mastectomy and breast reconstruction rates: a national surgical sample.
        J Surg Oncol. 2022; 126: 205-213
        • Dietz JR
        • Moran MS
        • Isakoff SJ
        • et al.
        Recommendations for prioritization, treatment, and triage of breast cancer patients during the COVID-19 pandemic. the COVID-19 pandemic breast cancer consortium.
        Breast Cancer Res Treat. 2020; 181: 487-497
        • Papautsky EL
        • Hamlish T.
        Patient-reported treatment delays in breast cancer care during the COVID-19 pandemic.
        Breast Cancer Res Treat. 2020; 184: 249-254
        • Chahuan B
        • Soza-Ried C
        • Fariña A
        • et al.
        Management plan for breast cancer during the COVID-19 pandemic. A single-institution alternative to treat early breast cancer patients in a short time.
        Breast J. 2020; 26: 1603-1605
        • Marti C
        • Sánchez-Méndez JI.
        Neoadjuvant endocrine therapy for luminal breast cancer treatment: a first-choice alternative in times of crisis, such as the COVID-19 pandemic.
        ecancermedicalscience. 2020; 14: 1027
        • Kalinsky K
        • Barlow WE
        • Meric-Bernstam F
        • et al.
        Abstract GS3-00: First results from a phase III randomized clinical trial of standard adjuvant endocrine therapy (ET)+/-chemotherapy (CT) in patients (pts) with 1-3 positive nodes, hormone receptor-positive (HR+) and HER2-negative (HER2-) breast cancer (BC) with recurrence score (RS)< 25: SWOG S1007 (RxPonder).
        Cancer Res. 2021; 81: GS3
        • Higham A
        • Mathioudakis A
        • Vestbo J
        • Singh D.
        COVID-19 and COPD: a narrative review of the basic science and clinical outcomes.
        Eur Resp Rev. 2020; 29
        • Van Zeelst LJ
        • Derksen R
        • Wijers CHW
        • et al.
        The Quest for Outpatient Mastectomy in COVID-19 Era: Barriers and Facilitators.
        Breast J. 2022; 2022: 1-6
        • Naidich JJ
        • Boltyenkov A
        • Wang JJ
        • Chusid J
        • Hughes D
        • Sanelli PC.
        Impact of the coronavirus disease 2019 (COVID-19) pandemic on imaging case volumes.
        J Am Coll Radiol. 2020; 17: 865-872
        • Norbash AM
        • Van Moore Jr, A
        • Recht MP
        • et al.
        Early-stage radiology volume effects and considerations with the coronavirus disease 2019 (COVID-19) pandemic: adaptations, risks, and lessons learned.
        J Am Coll Radiol. 2020; 17: 1086-1095
        • Alagoz O
        • Lowry KP
        • Kurian AW
        • et al.
        Impact of the COVID-19 pandemic on breast cancer mortality in the US: estimates from collaborative simulation modeling.
        JNCI: J Nat Cancer Inst. 2021; 113: 1484-1494