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Supplementary Material

Supplementary Table 1 Patient Characteristics and associated costs

N (%) Mean (SD) USD

Mean difference

(USD)

p-value

Age ≥65 years 38 (48.7) 3,891.7 (2,937.0) 688.0 0.360

Sex Male 53 (67.9) 3,753.9 (3,052.2) 671.0 0.405

Comorbidities any 55 (70.5) 3,521.1 (3,522.5) -60.2 0.942

Hypertension 27 (34.6) 3,124.8 (2,626.7) -633.2 0.423

Diabetes mellitus 14 (17.9) 3,964.5 (4,990.9) 518.8 0.597

Cancer 17 (21.8) 3,633.5 (4,611.8) 121.0 0.895

Asthma/COPD 8 (10.3) 3,339.4 (4,370.1) -222.3 0.858

Heart failure 6 (7.7) 3,463.0 (2,276.9) -82.2 0.954

Ischaemic heart disease 12 (15.4) 3,005.2 (2,206.5) -630.7 0.545 Chronic renal disease 8 (10.3) 2,036.3 (1,874.3) -1,674.3 0.175 Symptoms

Fever 30 (38.5) 3,415.3 (2,595.0) -200.8 0.795

Cough 21 (27.0) 3,773.0 (3,182.0) 320.3 0.706

Dyspnea 54 (69.2) 3,600.1 (3,463.9) 199.1 0.807

Initial Laboratory Results

Thorax CT Pneumoniae 46 (59.0) 3,923.6 (3,509.5) 2,540.4 0.116 Hematologic biomarkers

Lymphopenia 53 (67.9) 3,819.3 (3,830.5) 874.9* 0.159

Neutrophilia 39 (50.0) 3,939.7 (3,767.8) 801.8 0.286

Neutrophil/lymphocyte ≥2.95 71 (91.0) 3,637.9 (3,411.3) 1,103.7 0.401

Thrombocytopenia 7 (9.0) 2,081.8 (1,517.5) -1,600.8 0.222

Coagulation biomarkers

Elevated D-dimer 26 (33.3) 3,393.9 (3,949.2) -217.5 0.786

Hyperfibrinogenemia 59 (75,6) 3,889.2 (3,638.4) 1,438.1* 0.016 Inflammatory biomarkers

CRP ≥42 66 (86.4) 3,614.1 (3,392.9) 480.2 0.639

Ferritin 55 (70.5) 3,774.7 (3,565.6) 700.2 0.404

Biochemical biomarkers

Elevated AST 34 (43.6) 3,727.4 (3,975.0) 334.1 0.660

Elevated ALT 24 (30.8) 3,807.9 (4,157.8) 388.6 0.634

Elevated blood urea 46 (59.0) 3,629.7 (3,572.5) 221.5 0.772

Elevated blood creatinine 17 (21.8) 3,873.9 (4,892.0) 428.3 0.584

Elevated LDH level 36 (46.2) 3,994.3 (3,981.9) 845.9 0.278

Treatments

HQ 62 (79.5) 3,748.1 (3,451.4) 1,020.0 0.273

Favipiravir 72 (92.3) 3,590.8 (3,238.6) 674.6 0.633

Lopinavir/Ritonavir 3 (3.8) 2,896.2 (817.7) -668.4 0.733

Oseltamivir 27 (34.6) 3,478.5 (4,186.2) -92.3 0.907

Tocilizumab 24 (30.8) 3,991.2 (3,771.6) 653.4 0.423

Steroids 34 (43.6) 4,543.5 (3,967.0) 1,781.0* 0.025

Anticoagulants 71 (91.0) 3,713.2 (3,387.2) 1,942.9 0.138

Azithromycin 27 (36.4) 3,919.6 (4,176.0) 582.3 0.462

Mechanical ventilation 29 (37.2) 5,226.7 (4,243.7) 2,686.8* 0.003 Fatality (in hospital) 44 (56.4) 4,121.3 (3,800.1) 1,336.2* 0.060

*Levene’s Test <0.05

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SD: Standard deviation; USD: United States Dollar; COPD: Chronic obstructive pulmonary disease;

CT:Computerized tomography; CRP: C-reactive protein; AST: Aspartate aminotransferase; ALT: Alanin aminotransferase; LDH: Lactate dehydrogenase; HQ: Hydroxychloroquine

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Supplementary Figure 1: 95% confidence intervals distribution of cost difference among subgroups between the standard of care and Remdesivir arms

COPD: Chronic obstructive pulmonary disease; ALT: Alanine aminotransferase; AST: Aspartate aminotransferase; LDH:

Lactate dehydrogenase; CT: Computerized tomography; CRP: C-reactive protein; HQ: Hydroxychloroquine; NLR:

Neutrophils/lymphocyte ratio

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Supplementary Table 2 Cost comparisons of subgroups between standard of care and Remdesivir arms (USD)

Variables

Standard Therapy Remdesivir

df t p-value 95% CI

Mean SD Mean SD

Age 65 years or above 3,891.7 2,937.0 3,806.9 2,049.7 66 0.146 0.884 (-1,075.2 - 1,244.8)

Male Sex 3,753.9 3,052.2 3,595.4 2,095.4 92 0.312 0.756 (-851.5 - 1,168.5)

Comorbidities any 3,521.1 3,522.5 3,397.9 2,406.7 95 0.214 0.831 (-1,018.8 - 1,265.2)

Hypertension 3,124.8 2,626.7 3,006.3 1,699.8 45 0.197 0.845 (-1,094.6 - 1,331.6)

Diabetes mellitus 3,964.5 4,990.9 3,503.8 3,426.0 26 0.285 0.778 (-2,864.9 - 3,786.3)

Cancer 3,633.5 4,611.8 3,758.5 3,161.0 32 0.092 0.927 (-2,887.2 - 2,637.2)

Asthma/COPD* 3,339.4 4,370.1 3,546.4 2,996.0 14 0.111 0.914 (-4,224.8 - 3,810.8)

Heart failure* 3,463.0 2,276.9 3,642.9 1,626.8 10 0.157 0.878 (-2,725.4 - 2,365.6) Ischaemic heart disease 3,005.2 2,206.5 2,847.5 1,303.9 18 0.213 0.834 (-1,397.7 - 1,692.1) Chronic renal disease* 2,036.3 1,874.3 2,632.6 1,345.9 14 0.731 0.477 (-2,346.1 - 1,153.5) Symptoms

Fever 3,415.3 2,595.0 3,258.8 1,773.0 51 0.273 0.786 (-995.3 - 1,308.3)

Cough 3,773.0 3,182.0 3,477.8 2,157.9 35 0.352 0.727 (-1,407.7 - 1,998.1)

Dyspnea 3,600.1 3,463.9 3,555.3 2,374.9 94 0.078 0.938 (-1,090.0 - 1,179.6)

Initial Laboratory Results

Thorax CT Pneumoniae 3,923.6 3,509.5 3,679.9 2,412.5 80 0.388 0.699 (-1,005.9 - 1,493.3) Hematologic biomarkers

Lymphopenia 3,819.3 3,830.5 3,733.8 2,642.2 92 0.134 0.894 (-1,183.9 - 1,354.9)

Neutrophilia 3,939.7 3,767.8 3,627.8 2,616.9 68 0.425 0.672 (-1,154.0 - 1,777.8)

NLR ≥2.95 3,637.9 3,411.3 3,529.9 2,344.5 124 0.220 0.826 (-864.3 - 1,080.3)

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Hyperfibrinogenemia 3,889.2 3,638.4 3,666.5 2,513.8 103 0.387 0.700 (-919.1 - 1,364.5) Inflammatory biomarkers

CRP ≥42 3,614.1 3,392.9 3,527.6 2,335.1 115 0.171 0.865 (-917.7 - 1,090.7)

Ferritin 3,774.7 3,565.6 3,634.5 2,467.2 96 0.240 0.811 (-1,020.3 - 1,300.7)

Biochemical biomarkers

Elevated AST 3,727.4 3,975.0 3,592.1 2,714.9 58 0.164 0.870 (-1,517.0 - 1,787.6)

Elevated ALT 3,807.9 4,157.8 3,603.8 2,836.4 41 0.199 0.843 (-1,871.4 - 2,279.6)

Elevated blood urea 3,629.7 3,572.5 3,592.9 2,475.3 90 0.050 0.960 (-1,423.1 - 1,496.7) Elevated blood creatinine 3,873.9 4,892.0 3,831.4 3,364.0 32 0.030 0.977 (-2,905.4 - 2,990.4) Elevated LDH level 3,994.3 3,981.9 3,738.2 2,753.5 62 0.317 0.752 (-1,356.7 - 1,868.9) Treatments

HQ 3,748.1 3,451.4 3,566.0 2,373.5 108 0.342 0.733 (-872.3 - 1,236.5)

Favipiravir 3,590.8 3,238.6 3,475.4 2,229.0 126 0.249 0.804 (-801.5 - 1,032.3)

Lopinavir/Ritonavir* 2,896.2 817.7 3,404.8 752.9 4 0.793 0.472 (-2,290.4 - 1,277.9)

Oseltamivir 3,478.5 4,186.2 3,558.3 2,886.0 46 0.082 0.935 (-2,049.3 - 1,889.7)

Tocilizumab 3,991.2 3,771.6 3,475.2 2,641.4 41 0.549 0.586 (-1,381.9 - 2,413.9)

Steroids 4,543.5 3,967.0 4,044.6 2,776.6 59 0.601 0.550 (-1,162.7 - 2,160.5)

Anticoagulants 3,713.2 3,387.2 3,558.3 2,333.8 124 0.317 0.751 (-811.3 - 1,121.1)

Azithromycin 3,919.6 4,176.0 3,653.5 2,893.8 46 0.272 0.787 (-1,701.7 - 2,233.9)

Mechanical ventilation 5,226.7 4,243.7 4,472.1 3,049.7 51 0.778 0.440 (-1,193.8 - 2,703.0)

Fatality 4,121.3 3,800.1 3,909.0 2,616.1 76 0.305 0.761 (-1,172.9 - 1,597.5)

SD: Standard deviation; CI: Confidence interval; USD: United States Dollar; COPD: Chronic obstructive pulmonary disease; CT: Computerized tomography; NLR:

Neutrophils/lymphocyte ratio ; CRP: C-reactive protein; AST: Aspartate aminotransferase; ALT: Alanin aminotransferase; LDH: Lactate dehydrogenase; HQ:

Hydroxychloroquine

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Supplementary Figure 2: 95% confidence intervals distribution of utility value differences in subgroups between the standard of care and remdesivir arms

*p<0.05

COPD: Chronic obstructive pulmonary disease; ALT: Alanine aminotransferase; AST: Aspartate aminotransferase; LDH:

Lactate dehydrogenase; CT: Computerized tomography; CRP: C-reactive protein; HQ: Hydroxychloroquine; NLR:

Neutrophils/lymphocyte ratio

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Supplementary Table 3 Disutility comparisons of subgroups between standard of care and Remdesivir arms

Variables

Standard

Theraphy Remdesivir

df t p-value 95%CI

Mean SD Mean SD

Age 65 years or above 0.561 0.457 0.390 0.315 66 1.899 0.062 (-0.005 - 0.347)

Male Sex 0.562 0.413 0.380 0.304 96 2.584 0.011 (0.044 - 0.320)

Comorbidities any 0.517 0.472 0.326 0.292 90 2.552 0.012 (0.044 - 0.338)

Hypertension* 0.448 0.298 0.291 0.256 52 2.077 0.043 (0.009 - 0.305)

Diabetes mellitus 0.508 0.558 0.284 0.276 19 1.346 0.194 (-0.102 - 0.550)

Cancer 0.508 0.495 0.323 0.267 25 1.356 0.187 (-0.082 - 0.452)

Asthma/COPD 0.617 0.887 0.321 0.439 10 0.846 0.417 (-0.390 - 0.982)

Heart failure* 0.438 0.210 0.296 0.209 10 1.174 0.268 (-0.095 - 0.379)

Ischaemic heart disease 0.444 0.249 0.234 0.127 16 2.603 0.019 (0.052 - 0.368)

Chronic renal disease* 0.340 0.169 0.238 0.193 14 1.136 0.275 (-0.075 - 0.281)

Symptoms

Fever 0.545 0.468 0.309 0.232 43 2.483 0.017 (0.050 - 0.422)

Cough 0.599 0.548 0.361 0.312 32 1.730 0.093 (-0.032 - 0.508)

Dyspnea 0.496 0.359 0.325 0.266 98 2.812 0.006 (0.052 - 0.290)

Initial Laboratory Results

Thorax CT Pneumoniae 0.565 0.475 0.354 0.267 71 2.626 0.011 (0.054 - 0.368)

Hematologic biomarkers

Lymphopenia 0.525 0.488 0.362 0.330 91 2.014 0.047 (0.004 - 0.322)

Neutrophilia 0.557 0.412 0.374 0.306 70 2.227 0.029 (0.022 - 0.344)

NLR ≥2.95 0.524 0.434 0.351 0.292 123 2.787 0.006 (0.051 - 0.295)

Thrombocytopenia* 0.302 0.190 0.192 0.115 12 1.310 0.215 (-0.055 - 0.275)

Coagulation biomarkers

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Elevated D-dimer 0.509 0.435 0.339 0.271 42 1.691 0.098 (-0.027 - 0.367)

Hyperfibrinogenemia 0.558 0.462 0.375 0.312 102 2.521 0.013 (0.041 - 0.325)

Inflammatory biomarkers

CRP ≥42 0.526 0.442 0.343 0.292 113 2.806 0.006 (0.055 - 0.311)

Ferritin 0.543 0.461 0.357 0.287 90 2.540 0.013 (0.042 - 0.330)

Biochemical biomarkers

Elevated AST 0.539 0.423 0.366 0.311 61 1.921 0.059 (-0.003 - 0.349)

Elevated ALT 0.537 0.441 0.342 0.248 36 1.888 0.067 (-0.007 - 0.397)

Elevated blood urea 0.497 0.396 0.360 0.305 84 1.859 0.067 (-0.007 - 0.281)

Elevated blood creatinine 0.524 0.523 0.345 0.322 27 1.202 0.240 (-0.113 - 0.471)

Elevated LDH level* 0.562 0.415 0.392 0.319 70 1.949 0.055 (-0.001 - 0.341)

Treatments

HQ 0.549 0.446 0.361 0.293 105 2.774 0.007 (0.055 - 0.321)

Favipiravir 0.528 0.424 0.346 0.279 123 3.043 0.003 (0.065 - 0.299)

Lopinavir/Ritonavir* 0.519 0.065 0.300 0.046 4 4.763 0.009 (0.129 - 0.309)

Oseltamivir 0.539 0.595 0.296 0.293 38 1.904 0.065 (-0.007 - 0.493)

Tocilizumab 0.574 0.409 0.326 0.205 34 2.656 0.012 (0.065 - 0.431)

Steroids* 0.608 0.400 0.438 0.324 66 1.926 0.058 (-0.003 - 0.343)

Anticoagulants 0.534 0.431 0.356 0.290 123 2.887 0.005 (0.057 - 0.299)

Azithromycin 0.569 0.592 0.308 0.292 38 2.055 0.047 (0.012 - 0.510)

Mechanical ventilation* 0.714 0.594 0.614 0.418 45 0.624 0.536 (-0.190 - 0.390)

Fatality 0.515 0.391 0.382 0.311 86 1.766 0.081 (-0.015 - 0.281)

* Hartley test >0.05

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