A Call for a Radiation Oncology Model Based on New 4R’s During the COVID-19 Pandemic
Bibliographic record
Abstract
We are in the midst of an unprecedented crisis worldwide. Since the first reports in China on December 31, 2019, coronavirus disease 2019 (COVID-19) infections have spread extensively across the globe. As of April 4, 2020, >1,100,000 cases and >60,000 deaths have been reported worldwide.1World Health OrganizationCoronavirus disease (COVID-19) pandemic.https://www.who.int/emergencies/diseases/novel-coronavirus-2019Google Scholar These numbers continue to increase exponentially and the health care system is strained to the maximum. Immunocompromised and elderly individuals are susceptible to COVID-19 with a higher risk of mortality.2Guan W.J. Ni Z.Y. Hu Y. et al.Clinical characteristics of coronavirus disease 2019 in China.N Engl J Med. 2020; 382: 1708-1720Crossref PubMed Scopus (19386) Google Scholar Data show an aggressive course of COVID19 and >3 times a higher risk of death in patients with cancer.3Liang W. Guan W. Chen R. et al.Cancer patients in SARS-CoV-2 infection: A nationwide analysis in China.Lancet Oncol. 2020; 21: 335-337Abstract Full Text Full Text PDF PubMed Scopus (3137) Google Scholar The health care system is under enormous pressure to deal with this constantly changing and ever-evolving crisis. Several countries and provinces are reallocating resources and prioritizing available options in this emergency. Radiation oncology is an integral part of cancer care and expected to face significant challenges in the coming weeks as COVID-19 continues to impact our lives.4Filippi A.R. Russi E. Magrini S.M. Corvò R. Letter from Italy: First practical indications for radiation therapy departments during COVID-19 outbreak [Epub ahead of print].Int J Radiat Oncol Biol Phys. 2020; (Accessed April 4, 2020)https://doi.org/10.1016/j.ijrobp.2020.03.007Abstract Full Text Full Text PDF PubMed Scopus (112) Google Scholar, 5Rivera A.O.N. Thomas E. Miller R. Knoll M.A. The impact of COVID-19 on radiation oncology clinics and cancer patients in the U.S..Adv Radiat Oncol. 2020; 5: 538-543Abstract Full Text Full Text PDF Scopus (50) Google Scholar, 6Krengli M. Ferrara E. Mastroleo F. Brambilla M. Ricardi U. Running a radiation oncology department at the time of coronavirus: An Italian experience.Adv Radiat Oncol. 2020; 5: 527-530Abstract Full Text Full Text PDF PubMed Scopus (57) Google Scholar Classic radiation oncology is based on the 4 classic R’s: repair, reassortment, repopulation, and reoxygenation. During the COVID-19 pandemic and global emergency, we suggested a radiation oncology model based on 4 new R’s to mitigate the impact of the current pandemic on patients and cancer centers.7Rathod S. Dubey A. Bashir B. et al.Bracing for impact with new 4R’s in the COVID-19 pandemic- a provincial thoracic radiation oncology consensus [Epub ahead of print].Radiother Oncol. 2020; (Accessed April 4, 2020)https://doi.org/10.1016/j.radonc.2020.03.045Abstract Full Text Full Text PDF PubMed Scopus (13) Google Scholar The new 4R’s are remote/virtual care (ie, reduce in-person consultation/follow up/treatment visits), ration radiation (ie, offer radiation wisely and avoid radiation therapy with minimal benefit), rational deferring of radiation (as appropriate), and reduce fractions/hypofractionated radiation (where applicable). Significant emphasis is placed on minimizing in-person visits for patients, and several Canadian provinces have adopted remote/virtual care as a standard model during the current emergency.8Canadian Medical AssociationVirtual care in Canada.https://www.cma.ca/sites/default/files/pdf/News/Virtual_Care_discussionpaper_v2EN.pdfGoogle Scholar Remote/virtual care helps minimize patient visits to the hospital and thus the risk of infection. Radiation oncologists should wisely ration radiation and avoid radiation in cases where there is minimal or questionable benefit. Favorable ductal carcinoma in situ9McCormick B. Winter K. Hudis C. et al.RTOG 9804: A prospective randomized trial for good-risk ductal carcinoma in situ comparing radiotherapy with observation.J Clin Oncol. 2015; 33: 709-715Crossref PubMed Scopus (301) Google Scholar (ie, mammographically detected, <2.5 cm in size, low-intermediate grade, and adequate resection margins), favorable low-grade invasive breast carcinoma10Hughes K.S. Schnaper L.A. Bellon J.R. et al.Lumpectomy plus tamoxifen with or without irradiation in women age 70 years or older with early breast cancer: Long-term follow-up of CALGB 9343.J Clin Oncol. 2013; 31: 2382-2387Crossref PubMed Scopus (870) Google Scholar (age ≥70 years, primary ≤3 cm with negative resection margins, estrogen receptor positive, node negative, and eligible to receive hormone therapy), and low-volume favorable intermediate-risk prostate carcinoma11Mohler J.L. Antonarakis E.S. Armstrong A.J. et al.Prostate cancer, version 2.2019, NCCN clinical practice guidelines in oncology.J Natl Compr Canc Netw. 2019; 17: 479-505Crossref PubMed Scopus (856) Google Scholar may be appropriate for active surveillance. There are several potential scenarios where avoiding radiation should be strongly considered. We should also diligently assess options of rational deferring of radiation as appropriate based on the clinical scenario. Ductal carcinoma in situ and invasive breast carcinoma could be safely delayed up to 12 weeks.12Shurell E. Olcese C. Patil S. McCormick B. Zee K.J.V. Pilewskie M.L. Delay in radiotherapy is associated with an increased risk of disease recurrence in women with ductal carcinoma in situ: Risk of IBTR With RT Delay in DCIS.Cancer. 2017; 124: 46-54Crossref PubMed Scopus (37) Google Scholar, 13Olivotto I.A. Lesperance M.L. Truong P.T. et al.Intervals longer than 20 weeks from breast-conserving surgery to radiation therapy are associated with inferior outcome for women with early-stage breast cancer who are not receiving chemotherapy.J Clin Oncol. 2008; 27: 16-23Crossref PubMed Scopus (82) Google Scholar, 14Karlsson P. Cole B.F. Colleoni M. et al.Timing of radiotherapy and outcome in patients receiving adjuvant endocrine therapy.Int J Radiat Oncol Biology Phys. 2010; 80: 398-402Abstract Full Text Full Text PDF PubMed Scopus (27) Google Scholar Favorable intermediate-risk prostate cancer and unfavorable intermediate-risk prostate cancer could defer radiation for 3 to 4 months or longer. Androgen deprivation therapy could be used as a temporizing measure for radiation deferral in appropriate cases, such as unfavorable intermediate-risk and high-risk prostate cancer.15Pisansky T.M. Hunt D. Gomella L.G. et al.Duration of androgen suppression before radiotherapy for localized prostate cancer: Radiation therapy oncology group randomized clinical trial 9910.J Clin Oncol. 2015; 33: 332-339Crossref PubMed Scopus (102) Google Scholar,16Zaorsky N. Yu J. McBride S. et al.Prostate cancer radiotherapy recommendations in response to COVID-19.Adv Radiat Oncol. 2020; 5: 659-665Abstract Full Text Full Text PDF PubMed Scopus (138) Google Scholar In these unusual times, the use of reduced fractions/hypofractionation regimens is strongly recommended. Before COVID-19, the use of hypofractionated radiation was highly variable across the world for various reasons despite supportive data. There are enough data to practice this regimen safely for common cancer sites, such as as the prostate, breast, rectum, lung, and even palliative situations.7Rathod S. Dubey A. Bashir B. et al.Bracing for impact with new 4R’s in the COVID-19 pandemic- a provincial thoracic radiation oncology consensus [Epub ahead of print].Radiother Oncol. 2020; (Accessed April 4, 2020)https://doi.org/10.1016/j.radonc.2020.03.045Abstract Full Text Full Text PDF PubMed Scopus (13) Google Scholar,17Dearnaley D. Syndikus I. Mossop H. et al.Conventional versus hypofractionated high-dose intensity-modulated radiotherapy for prostate cancer: 5-year outcomes of the randomised, noninferiority, phase 3 CHHiP trial.Lancet Oncol. 2016; 17: 1047-1060Abstract Full Text Full Text PDF PubMed Scopus (825) Google Scholar, 18Widmark A. Gunnlaugsson A. Beckman L. et al.Ultra-hypofractionated versus conventionally fractionated radiotherapy for prostate cancer: 5-year outcomes of the HYPO-RTPC randomised, non-inferiority, phase 3 trial.Lancet. 2019; 394: 385-395Abstract Full Text Full Text PDF PubMed Scopus (425) Google Scholar, 19Brunt A. Wheatley D. Yarnold J. et al.Acute skin toxicity associated with a 1-week schedule of whole breast radiotherapy compared with a standard 3-week regimen delivered in the UK FAST-Forward Trial.Radiother Oncol. 2016; 120: 114-118Abstract Full Text Full Text PDF PubMed Scopus (152) Google Scholar, 20Whelan T.J. Julian J.A. Berrang T.S. et al.External beam accelerated partial breast irradiation versus whole breast irradiation after breast conserving surgery in women with ductal carcinoma in situ and node-negative breast cancer (RAPID): A randomised controlled trial.Lancet. 2019; 394: 2165-2172Abstract Full Text Full Text PDF PubMed Scopus (231) Google Scholar, 21Vicini F.A. Cecchini R.S. White J.R. et al.Long-term primary results of accelerated partial breast irradiation after breast-conserving surgery for early-stage breast cancer: a randomised, phase 3, equivalence trial.Lancet. 2019; 394: 2155-2164Abstract Full Text Full Text PDF PubMed Scopus (267) Google Scholar, 22Rathod S.J.B. Fidarova E. et al.Quality of life outcomes in a phase 3 randomized trial of optimization of treatment of advanced non–small cell lung cancer using radiation therapy and chemotherapy: IAEA multicentric randomized phase 3 study (NCT00864331).Int J Radiat Oncol Biol Phys. 2017; 99: S103Abstract Full Text Full Text PDF PubMed Google Scholar The use of hypofractionated and ultra-hypofractionated radiation could save potentially 10 to 20 visits and thus lower the risk of infection and even mitigate the risk of treatment breaks and allow for radiation facilities with reduced manpower. With the expected resource and manpower constraints, this model is gaining popularity.23Al-Rashdan A. Roumeliotis M. Quirk S. et al.Adapting radiotherapy treatments for breast cancer patients during the COVID-19 pandemic: Hypofractionation and accelerated partial breast irradiation to address World Health Organization recommendations.Adv Radiat Oncol. 2020; 5: 575-576Abstract Full Text Full Text PDF Scopus (32) Google Scholar A clinical scenario where boost radiation adds minimal benefits to the outcomes is also another potential opportunity to reduce the number of fractions.24Moran M.S. Zhao Y. Ma S. et al.Association of radiotherapy boost for ductal carcinoma in situ with local control after whole-breast radiotherapy.JAMA Oncol. 2017; 3: 1060Crossref PubMed Scopus (60) Google Scholar,25Bartelink H. Maingon P. Poortmans P. et al.Whole-breast irradiation with or without a boost for patients treated with breast-conserving surgery for early breast cancer: 20-year follow-up of a randomised phase 3 trial.Lancet Oncol. 2015; 16: 47-56Abstract Full Text Full Text PDF PubMed Scopus (468) Google Scholar Judicious resource allocation is paramount and hypofractionation regimens serve a vital purpose. We used this model and proposed thoracic cancer-specific provincial consensus.7Rathod S. Dubey A. Bashir B. et al.Bracing for impact with new 4R’s in the COVID-19 pandemic- a provincial thoracic radiation oncology consensus [Epub ahead of print].Radiother Oncol. 2020; (Accessed April 4, 2020)https://doi.org/10.1016/j.radonc.2020.03.045Abstract Full Text Full Text PDF PubMed Scopus (13) Google Scholar Prostate and breast cancer-specific radiation guidelines were recently proposed.16Zaorsky N. Yu J. McBride S. et al.Prostate cancer radiotherapy recommendations in response to COVID-19.Adv Radiat Oncol. 2020; 5: 659-665Abstract Full Text Full Text PDF PubMed Scopus (138) Google Scholar,23Al-Rashdan A. Roumeliotis M. Quirk S. et al.Adapting radiotherapy treatments for breast cancer patients during the COVID-19 pandemic: Hypofractionation and accelerated partial breast irradiation to address World Health Organization recommendations.Adv Radiat Oncol. 2020; 5: 575-576Abstract Full Text Full Text PDF Scopus (32) Google Scholar The new 4Rs-based model framework could help several other disease site group designs and use site-specific policies. The framework would also help the global radiation oncology community use constrained resources efficiently, function and fight better, and ultimately flatten the curve of the COVID-19 pandemic. May we all emerge victoriously.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".