Abstract
Purpose
Methods and Materials
Results
Conclusions
Introduction
Coronavirus: The economic impact – 26 May 2020.
Impact of the coronavirus pandemic on the global economy.
World economic outlook, April 2020: The great lockdown.
Transforming our world: The 2030 agenda for sustainable development A/RES/70/1.
- Rosenblatt E.
- Zubizarreta E.
World population prospects 2019.
Methods and Materials
Data sources
World population prospects 2019.
WV.1 World development indicators: Size of economy.
DIRAC (DIrectory of RAdiotherapy Centres).
Computation of the RT infrastructure
- Rosenblatt E.
- Zubizarreta E.
- Rosenblatt E.
- Zubizarreta E.
DIRAC (DIrectory of RAdiotherapy Centres).
Strategies for maximal utilization of RT infrastructure with minimal cost escalation
- 1.Hypofractionated RT (HFRT) within 8 working hours of a department: It is assumed that in a routine department, patients undergoing radical, postoperative, or preoperative RT are usually treated with standard fractionation RT (SFRT) schedules of 70 Gy/35 fractions/7 wk, 60 Gy/30 fractions/6 wk, and 50 Gy/25 fractions/5 wk, and annually these constitute around 30%, 30%, and 20% of patients, respectively. The remaining 20% of the patients are treated with palliative RT to doses of 30 Gy/10 fractions/2 weeks (10%) and <20 Gy/5 fractions/1 week (10%) (Table E1). Most patients considered for palliative treatment with <20 Gy present with bone metastasis. They are likely to be treated by single fraction as this has been shown to be equally effective as multiple fraction RT.20These assumptions are based on the first author's experience of working at several centers in an Asian country. However, individual centers in different countries could review their own patient data and distribution of patients subjected to different RT treatment fractionation plans based on the current practices prevalent in a particular center. Accordingly, they could alter these values to conform to their patient population and RT time-dose fractionation schedules.
- A mild to moderate HFRT could be adopted whereby the treatment durations for radical, postoperative, preoperative, and the 2-week palliative RT schedule are reduced by 1 week, each keeping the respective total RT doses the same. Correspondingly, this would result in a dose/fraction of 2.33 Gy, 2.40 Gy, 2.5 Gy, and 3 Gy for these treatments. The biologically effective doses (BED) for early effects with time factor for both SFRT and HFRT schedules could be computed using the linear-quadratic model, assuming α/β = 10 Gy, α = 0.3 Gy-1, potential doubling time, Tpot = 5 days, and kick-off time = 21 days.21The BED for late effects for all regimens was computed assuming α/β = 3 Gy.
- As evident from Table E1, the additional number of patients who could be treated by changing from SFRT to HFRT would be >80 patients/TRT unit/y. Depending on the choice of single or multiple (1-5 fractions/1 wk) RT fractions for palliation, the number of additional patients treated with <20 Gy/1 week could even exceed by 0 to 200/y. This would depend on the proportion of patients treated with single or multiple palliative RT fractions at a center. For computational purposes, a conservative value of 100 additional patients/TRT unit/y has been assumed. Thus, at least 600 patients/TRT unit/y could be added with HFRT treatment within the usual 8 working hours of a department.
- 2.Additional 25% working hours with SFRT: By increasing the working hours by 25% (2 additional hours for a typical 8-hour work day of a department), an additional 125 patients could be accommodated per year. As a result, the estimated number of patients who could be treated by each TRT unit/y could increase to 625.
- 3.Additional 25% working hours with HFRT: Using a combination of the strategies (a) and (b), an additional 225 patients could be treated, thereby allowing 725 patients to be treated annually in a TRT unit.
- 4.Additional 50% working hours with SFRT: A 50% increase of working hours by 4 additional hours with SFRT could increase the annual number of patients treated in a single TRT unit by 250, thus bringing the total number to 750 patients/TRT unit/y.
- 5.Additional 50% working hours with HFRT: A 50% increase of working hours with HFRT could increase the annual number of patients treated in a single TRT unit by 250. Consequently, 850 patients could be treated per TRT unit annually.
Results
Data demography
World population prospects 2019.
DIRAC (DIrectory of RAdiotherapy Centres).
World Bank country and lending groups.
Magnitude of the existing RT accessibility
Countries | With SFRT and 8 working hours | With HFRT and 8 working hours | +25% working hours and SFRT | +25% working hours and HFRT | +50% working hours and SFRT | +50% working hours and HFRT | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Percent RT access | Additional TRT units | Percent RT access | Additional TRT units | Percent RT access | Additional TRT units | Percent RT access | Additional TRT units | Percent RT access | Additional TRT units | Percent RT access | Additional TRT units | |
Afghanistan | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Armenia | 27.2 | 8 | 32.7 | 6 | 34.1 | 6 | 39.5 | 5 | 13.6 | 4 | 46.3 | 3 |
Azerbaijan | 67.1 | 5 | 80.5 | 2 | 83.9 | 2 | 97.3 | 0 | 33.6 | 0 | 114.1 | –1 |
Bahrain | 141.5 | –1 | 169.8 | –1 | 176.9 | –1 | 205.2 | –1 | 70.8 | –1 | 240.6 | –1 |
Bangladesh | 18.0 | 159 | 21.6 | 127 | 22.5 | 120 | 26.1 | 99 | 9.0 | 94 | 30.7 | 79 |
Bhutan | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Brunei | 166.5 | –1 | 199.7 | –1 | 208.1 | –1 | 241.4 | –1 | 83.2 | –1 | 283.0 | –1 |
Cambodia | 10.1 | 18 | 12.1 | 14 | 12.6 | 14 | 14.7 | 12 | 5.1 | 11 | 17.2 | 10 |
China | 30.1 | 3818 | 36.1 | 2908 | 37.6 | 2726 | 43.6 | 2123 | 15.0 | 1998 | 51.2 | 1569 |
Cyprus | 113.8 | –1 | 136.6 | –2 | 142.3 | –2 | 165.0 | –3 | 56.9 | –3 | 193.5 | –3 |
Democratic People's Republic, Korea | 4.3 | 67 | 5.2 | 55 | 5.4 | 53 | 6.2 | 45 | 2.1 | 44 | 7.3 | 38 |
Georgia | 139.9 | –5 | 167.9 | –6 | 174.9 | –7 | 202.9 | –8 | 70.0 | –8 | 237.9 | –9 |
Hong Kong | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
India | 43.2 | 838 | 51.9 | 592 | 54.0 | 543 | 62.7 | 380 | 21.6 | 346 | 73.5 | 230 |
Indonesia | 13.4 | 386 | 16.1 | 312 | 16.8 | 297 | 19.5 | 248 | 6.7 | 237 | 22.9 | 202 |
Iran, Islamic Republic of | 85.0 | 21 | 102.0 | –2 | 106.2 | –7 | 123.2 | –23 | 42.5 | –26 | 144.5 | –37 |
Iraq | 57.8 | 14 | 69.3 | 8 | 72.2 | 7 | 83.8 | 4 | 28.9 | 3 | 98.2 | 0 |
Israel | 100.1 | 0 | 120.1 | –6 | 125.1 | –7 | 145.1 | –11 | 50.0 | –11 | 170.1 | –14 |
Japan | 86.0 | 153 | 103.2 | –30 | 107.5 | –66 | 124.8 | –187 | 43.0 | –212 | 146.3 | –298 |
Jordan | 99.6 | 0 | 119.6 | –2 | 124.6 | –3 | 144.5 | –4 | 49.8 | –5 | 169.4 | –6 |
Kazakhstan | 105.1 | –2 | 126.1 | –9 | 131.4 | –11 | 152.4 | –15 | 52.6 | –16 | 178.7 | –20 |
Kuwait | 83.3 | 1 | 100.0 | 0 | 104.1 | 0 | 120.8 | –1 | 41.7 | –1 | 141.6 | –1 |
Kyrgyzstan | 23.8 | 6 | 28.6 | 5 | 29.8 | 5 | 34.5 | 4 | 11.9 | 4 | 40.5 | 3 |
Lao People's Democratic Republic | 20.1 | 8 | 24.2 | 6 | 25.2 | 6 | 29.2 | 5 | 10.1 | 5 | 34.3 | 4 |
Lebanon | 106.0 | –1 | 127.2 | –5 | 132.5 | –6 | 153.8 | –8 | 53.0 | –9 | 180.3 | –10 |
Macao | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Malaysia | 95.2 | 3 | 114.3 | –7 | 119.0 | –9 | 138.1 | –15 | 47.6 | –16 | 161.9 | –21 |
Maldives | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Mongolia | 68.6 | 2 | 82.3 | 1 | 85.7 | 1 | 99.4 | 0 | 34.3 | 0 | 116.5 | –1 |
Myanmar | 23.7 | 68 | 28.4 | 53 | 29.6 | 50 | 34.4 | 40 | 11.9 | 38 | 40.3 | 31 |
Nepal | 21.0 | 26 | 25.2 | 21 | 26.3 | 20 | 30.5 | 16 | 10.5 | 15 | 35.7 | 13 |
Oman | 45.2 | 2 | 54.3 | 2 | 56.6 | 2 | 65.6 | 1 | 22.6 | 1 | 76.9 | 1 |
Pakistan | 25.5 | 166 | 30.6 | 129 | 31.9 | 122 | 37.0 | 97 | 12.8 | 92 | 43.4 | 74 |
Palestine | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Philippines | 28.2 | 130 | 33.9 | 100 | 35.3 | 94 | 40.9 | 74 | 14.1 | 69 | 48.0 | 55 |
Qatar | 174.7 | –1 | 209.7 | –2 | 218.4 | –2 | 253.4 | –2 | 87.4 | –2 | 297.0 | –2 |
Saudi Arabia | 99.3 | 0 | 119.2 | –5 | 124.1 | –6 | 144.0 | –10 | 49.6 | –11 | 168.8 | –13 |
Singapore | 66.3 | 12 | 79.6 | 6 | 82.9 | 5 | 96.2 | 1 | 33.2 | 0 | 112.7 | –3 |
South Korea | 45.2 | 194 | 54.2 | 135 | 56.5 | 123 | 65.5 | 84 | 22.6 | 76 | 76.8 | 48 |
Sri Lanka | 53.8 | 14 | 64.6 | 9 | 67.3 | 8 | 78.1 | 4 | 26.9 | 4 | 91.5 | 1 |
Syrian Arab Republic | 23.3 | 23 | 27.9 | 18 | 29.1 | 17 | 33.8 | 14 | 11.6 | 13 | 39.6 | 11 |
Taiwan | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Tajikistan | 13.9 | 6 | 16.6 | 5 | 17.3 | 5 | 20.1 | 4 | 6.9 | 4 | 23.5 | 3 |
Thailand | 46.5 | 116 | 55.8 | 80 | 58.1 | 73 | 67.4 | 49 | 23.2 | 44 | 79.0 | 27 |
Timor-Leste | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA | NA |
Turkey | 98.5 | 4 | 118.2 | –41 | 123.1 | –50 | 142.8 | –80 | 49.2 | –86 | 167.4 | –107 |
Turkmenistan | 93.4 | 0 | 112.1 | –1 | 116.7 | –1 | 135.4 | –2 | 46.7 | –2 | 158.8 | –3 |
United Arab Emirates | 76.6 | 2 | 92.0 | 0 | 95.8 | 0 | 111.1 | –1 | 38.3 | –1 | 130.3 | –1 |
Uzbekistan | 21.3 | 26 | 25.6 | 20 | 26.7 | 19 | 30.9 | 16 | 10.7 | 15 | 36.3 | 12 |
Viet Nam | 17.5 | 174 | 21.0 | 139 | 21.9 | 132 | 25.4 | 109 | 8.8 | 104 | 29.8 | 87 |
Yemen | 5.9 | 16 | 7.0 | 13 | 7.3 | 13 | 8.5 | 11 | 2.9 | 10 | 10.0 | 9 |
Parameters | All Asian countries ∗ ,Data available from various public domains varied - cancer incidence from Global Cancer Observatory (GLOBOCAN) (n = 47/51); TRT status from DIrectory of Radiotherapy Centres (DIRAC), International Atomic Energy Agency (IAEA) (n = 44/51), and gross national income (GNI)/capita from The World Bank (n = 45/51). Thus, values for patients with cancer and patients requiring RT are for 47 Asian countries, 31 lower-middle-income countries, 12 high-income, and 4 unclassified countries. | Low- and middle-income countries ∗ ,Data available from various public domains varied - cancer incidence from Global Cancer Observatory (GLOBOCAN) (n = 47/51); TRT status from DIrectory of Radiotherapy Centres (DIRAC), International Atomic Energy Agency (IAEA) (n = 44/51), and gross national income (GNI)/capita from The World Bank (n = 45/51). Thus, values for patients with cancer and patients requiring RT are for 47 Asian countries, 31 lower-middle-income countries, 12 high-income, and 4 unclassified countries. | High-income countries ∗ ,Data available from various public domains varied - cancer incidence from Global Cancer Observatory (GLOBOCAN) (n = 47/51); TRT status from DIrectory of Radiotherapy Centres (DIRAC), International Atomic Energy Agency (IAEA) (n = 44/51), and gross national income (GNI)/capita from The World Bank (n = 45/51). Thus, values for patients with cancer and patients requiring RT are for 47 Asian countries, 31 lower-middle-income countries, 12 high-income, and 4 unclassified countries. | Unclassified countries ∗ ,Data available from various public domains varied - cancer incidence from Global Cancer Observatory (GLOBOCAN) (n = 47/51); TRT status from DIrectory of Radiotherapy Centres (DIRAC), International Atomic Energy Agency (IAEA) (n = 44/51), and gross national income (GNI)/capita from The World Bank (n = 45/51). Thus, values for patients with cancer and patients requiring RT are for 47 Asian countries, 31 lower-middle-income countries, 12 high-income, and 4 unclassified countries. | ||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Total | Mean | Range | Total | Mean | Range | Total | Mean | Range | Total | Mean | Range | |||||
Low | High | Low | High | Low | High | Low | High | |||||||||
Patients with cancer | 9.08M | 0.19M | 457 | 4.51M | 7.56M | 0.24M | 457 | 4.51M | 1.30M | 0.10M | 993 | 0.90M | 0.21M | 0.05M | 14073 | 0.11M |
Patients requiring RT | 5.49M | 0.11M | 276 | 2.73M | 4.57M | 0.14M | 276 | 2.73M | 0.78M | 0.06M | 601 | 0.54M | 0.13M | 0.03M | 8514 | 0.07M |
SFRT (8 h/d) | ||||||||||||||||
Percent RT access | - | 62.4 | 4.3 | 174.7 | - | 50.6 | 10.1 | 139.9 | - | 99.8% | 45.2 | 174.7 | - | 29.6 | 4.3 | 85.0 |
Total TRT required | 10,965 | 255 | 1 | 5462 | 9130 | 338.15 | 7 | 5462 | 1576 | 131.3 | 1 | 1095 | 259 | 64.7 | 17 | 142 |
Additional TRT required | 6474 | 150.5 | –5 | 3818 | 5987 | 221.7 | –5 | 3818 | 360 | 30.0 | –1 | 194 | 127 | 31.7 | 16 | 67 |
With HFRT in routine working schedule of 8 hours | ||||||||||||||||
Percent RT access | - | 74.9 | 5.2 | 209.7 | - | 60.8 | 12.1 | 167.9 | - | 119.8 | 54.2 | 209.7 | - | 35.5 | 5.2 | 102.1 |
Total TRT required | 9139 | 212.5 | 1 | 4552 | 7610 | 281.8 | 6 | 4552 | 1313 | 109.4 | 1 | 912 | 216 | 54.0 | 14 | 119 |
Additional TRT required | 4646 | 108.0 | –41 | 2908 | 4466 | 165.4 | –41 | 2908 | 96 | 8.0 | –30 | 135 | 84 | 21.0 | –2 | 55 |
With 25% additional working hours and SFRT | ||||||||||||||||
Percent RT access | - | 78.0 | 5.4 | 218.4 | - | 63.3 | 12.6 | 174.9 | - | 124.8 | 56.5 | 218.4 | - | 37.0 | 5.4 | 106.2 |
Total TRT required | 8773 | 204.0 | 1 | 4370 | 7305 | 270.5 | 6 | 4370 | 1261 | 105.0 | 1 | 876 | 207 | 51.8 | 14 | 114 |
Additional TRT required | 4284 | 99.6 | –66 | 2726 | 4163 | 154.1 | –50 | 2726 | 45 | 3.7 | –66 | 123 | 76 | 19.0 | –7 | 53 |
With 25% additional working hours and HFRT | ||||||||||||||||
Percent RT access | - | 90.5 | 6.2 | 253.4 | - | 73.5 | 14.7 | 202.9 | - | 144.8 | 65.5 | 253.4 | - | 42.9 | 6.2 | 123.2 |
Total TRT required | 7564 | 175.9 | 1 | 3767 | 6300 | 233.3 | 5 | 3767 | 1085 | 90.4 | 1 | 755 | 179 | 44.7 | 12 | 98 |
Additional TRT required | 3073 | 71.4 | –187 | 2123 | 3157 | 116.9 | –80 | 2123 | –131 | –10.9 | –187 | 84 | 47 | 11.7 | –23 | 45 |
With 50% additional working hours and SFRT | ||||||||||||||||
Percent RT access | - | 93.7 | 6.4 | 262.1 | - | 76.0 | 15.2 | 209.9 | - | 149.84 | 67.8 | 262.1 | - | 44.4 | 6.4 | 127.5 |
Total TRT required | 7311 | 170.0 | 1 | 3642 | 6088 | 225.4 | 5 | 3642 | 1051 | 87.5 | 1 | 730 | 173 | 43.2 | 11 | 95 |
Additional TRT required | 2820 | 65.5 | –212 | 1998 | 2945 | 109.0 | –86 | 1998 | –166 | –13.8 | –212 | 76 | 41 | 10.2 | –26 | 44 |
With 50% additional working hours and HFRT | ||||||||||||||||
Percent RT access | - | 106.1 | 7.3 | 297.0 | - | 86.1 | 17.2 | 237.9 | - | 169.8 | 76.8 | 297 | - | 50.3 | 7.3 | 144.5 |
Total TRT required | 6451 | 150.0 | 1 | 3213 | 5371 | 198.9 | 4 | 3213 | 927 | 77.2 | 1 | 644 | 153 | 38.1 | 10 | 84 |
Additional TRT required | 1958 | 45.5 | –298 | 1569 | 2225 | 82.4 | –107 | 1569 | –288 | –24.0 | –298 | 48 | 21 | 5.2 | –37 | 38 |
Effect of various strategies to maximize the RT infrastructure utilization



Discussion
World economic outlook, April 2020: The great lockdown.
- Wignaraja G.
- Rosenblatt E.
- Zubizarreta E.
IAEA Human Health Series Nos.14, Planning national radiotherapy services: A practical tool.
- Barton M.B.
- Jacob S.
- Wong K.H.W.
Benson R, Prashanth G, Mallick S. Moderate hypofractionation for early laryngeal cancer improves local control: A systematic review and meta-analysis [E-pub ahead of print]. 2020. https://doi.org/10.1007/s00405-020-06082-9. Accessed June 15, 2020.

DIRAC (DIrectory of RAdiotherapy Centres).
- Rosenblatt E.
- Zubizarreta E.
Sustainable development goals- the goals within a goal: Health targets for SDG-3.
Acknowledgments
Supplementary Materials
- Figures E1 and E2 and Tables E1 and E2
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Publication history
Footnotes
Sources of support: This work had no specific funding.
Disclosures: There are no actual or potential conflicts of interest to declare.
All data used in this study have been extracted from the public domain sites of the various organizations as detailed in the text and cited in the references. The summary of these are listed in Table E2. These can be accessed freely.
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