| Literature DB >> 29382312 |
Klemens Wallner1, Rene G Pedroza2, Isaac Awotwe3, James M Piret2, Peter A Senior4,5, A M James Shapiro4,5,6, Christopher McCabe3.
Abstract
BACKGROUND: Although current beta cell replacement therapy is effective in stabilizing glycemic control in highly selected patients with refractory type 1 diabetes, many hurdles are inherent to this and other donor-based transplantation methods. One solution could be moving to stem cell-derived transplant tissue. This study investigates a novel stem cell-derived graft and implant technology and explores the circumstances of its cost-effectiveness compared to intensive insulin therapy.Entities:
Keywords: Cost modeling; Cost optimization; Disease simulation; Early technology assessment; Health economics; Health technology assessment; Medical device; Stem cells; Transplantation; Type 1 diabetes
Mesh:
Year: 2018 PMID: 29382312 PMCID: PMC5791348 DOI: 10.1186/s12902-018-0233-7
Source DB: PubMed Journal: BMC Endocr Disord ISSN: 1472-6823 Impact factor: 2.763
Fig. 1The role of our cost estimation model within the cost-effectiveness analysis. Note that we used the explicit cost optimization model for our stem cell-based treatment only
Fig. 2Illustration of cost of goods modeling in a biotechnology application. On the top one can see the different parts that compose the cost of goods for manufactured cell products. The bottom part portraits the upstream cost of goods, highlighted in green, as proportional to the overall cost of the treatment. That is a simplification compared to our analysis, which treats costs after cell product arrival at the hospital as independent from the cost of upstream cell processing
Credible ranges and fitted distributions for cost of goods upstream
| Production setting | Range | Gamma distribution | |||||
|---|---|---|---|---|---|---|---|
| Cell culture | Supply | Lower bound | Upper bound | Mean | RSD | Shape | Rate |
| Adherent | 50 | $21,300 | $83,900 | $47,443 | 34.00% | 8.6505 | 0.0001823 |
| Adherent | 500 | $14,700 | $73,800 | $38,585 | 39.60% | 6.3769 | 0.0001653 |
| Suspension | 50 | $16,900 | $54,900 | $33,193 | 29.42% | 11.5535 | 0.0003481 |
| Suspension | 500 | $10,300 | $53,100 | $27,535 | 40.20% | 6.1880 | 0.0002247 |
Results for different scenarios using adherent cell culture (means per patient)
| Scenario | Cost | Benefit | ICER | EVPI | Maximum Partial EVPI Dose Costs | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Index | Production mode | Supply per facility | COGd factor | Regulatory factor | Variation (RSDa) | Strategy | Difference | Strategy | Difference | WTP per QALY | |||
| $50,000 | $100,000 | ||||||||||||
| Scenarios with 3% discount rate | |||||||||||||
| Comp1 | (Comparator 3%) | 74,230 | 11.12 | ||||||||||
| Adh1 | Local | 50 | 4 | 1.2 | 22.5% | 629,181 | 554,951 | 13.85 | 2.73 | 203,203 | 18 | 4220 | 90,957 |
| Adh2 | Local | 50 | 4 | 1.2 | 50.0% | 628,936 | 554,707 | 13.85 | 2.73 | 203,114 | 677 | 19,749 | 135,128 |
| Adh3 | Local | 50 | 4 | 1.8 | 22.5% | 876,810 | 802,580 | 13.85 | 2.73 | 293,877 | 2 | 721 | 143,704 |
| Adh4 | Local | 50 | 4 | 1.8 | 50.0% | 873,510 | 799,281 | 13.85 | 2.73 | 292,669 | 169 | 8061 | 214,930 |
| Adh5 | Scale out local | 50 | 3 | 1.2 | 22.5% | 504,903 | 430,673 | 13.85 | 2.73 | 157,697 | 87 | 11,725 | 69,691 |
| Adh6 | Scale out local | 50 | 3 | 1.2 | 50.0% | 504,835 | 430,606 | 13.85 | 2.73 | 157,673 | 1493 | 32,911 | 106,144 |
| Adh7 | Scale out local | 50 | 3 | 1.8 | 22.5% | 690,050 | 615,819 | 13.85 | 2.73 | 225,492 | 11 | 2623 | 102,737 |
| Adh8 | Scale out local | 50 | 3 | 1.8 | 50.0% | 688,524 | 614,294 | 13.85 | 2.73 | 224,933 | 432 | 15,297 | 167,801 |
| Adh9 | Scale out local | 50 | 8 | 1.8 | 22.5% | 1,616,386 | 1,542,156 | 13.85 | 2.73 | 564,685 | 0 | 19 | 273,576 |
| Adh10 | Scale out local | 50 | 8 | 1.8 | 50.0% | 1,606,953 | 1,532,722 | 13.85 | 2.73 | 561,231 | 9 | 1052 | 443,892 |
| Adh11 | Large scale | 500 | 4 | 1.2 | 22.5% | 536,915 | 462,685 | 13.85 | 2.73 | 169,420 | 127 | 11,621 | 78,153 |
| Adh12 | Large scale | 500 | 4 | 1.2 | 50.0% | 536,730 | 462,501 | 13.85 | 2.73 | 169,351 | 1501 | 31,043 | 124,247 |
| Adh13 | Large scale | 500 | 4 | 1.8 | 22.5% | 738,478 | 664,248 | 13.85 | 2.73 | 243,225 | 24 | 3085 | 117,352 |
| Adh14 | Large scale | 500 | 4 | 1.8 | 50.0% | 736,541 | 662,311 | 13.85 | 2.73 | 242,516 | 499 | 14,700 | 192,416 |
| Adh15 | Scale out large | 500 | 3 | 1.2 | 22.5% | 435,777 | 361,548 | 13.85 | 2.73 | 132,386 | 453 | 24,792 | 63,732 |
| Adh16 | Scale out large | 500 | 3 | 1.2 | 50.0% | 435,661 | 361,432 | 13.85 | 2.73 | 132,344 | 3005 | 47,591 | 96,481 |
| Adh17 | Scale out large | 500 | 3 | 1.8 | 22.5% | 586,704 | 512,474 | 13.85 | 2.73 | 187,650 | 82 | 8143 | 93,084 |
| Adh18 | Scale out large | 500 | 3 | 1.8 | 50.0% | 585,166 | 510,936 | 13.85 | 2.73 | 187,088 | 1118 | 25,291 | 148,572 |
| Scenarios with 0% discount rate | |||||||||||||
| Comp2 | (Comparator 0%) | 113,175 | 16.09 | ||||||||||
| Adh19 | Local | 50 | 4 | 1.2 | 22.5% | 663,514 | 550,339 | 20.60 | 4.51 | 122,159 | 1395 | 52,620 | 90,906 |
| Adh20 | Scale out large | 500 | 3 | 1.2 | 22.5% | 470,111 | 356,936 | 20.60 | 4.51 | 79,230 | 11,315 | 30,540 | 63,752 |
| Scenarios with 5% discount rate | |||||||||||||
| Comp3 | (Comparator 5%) | 58,559 | 9.09 | ||||||||||
| Adh21 | Local | 50 | 4 | 1.2 | 22.5% | 616,693 | 558,134 | 11.18 | 2.09 | 267,339 | 0 | 614 | 90,973 |
| Adh22 | Scale out large | 500 | 3 | 1.2 | 22.5% | 423,290 | 364,731 | 11.18 | 2.09 | 174,701 | 32 | 6396 | 63,730 |
All scenarios used the base case assumptions with the described structural deviations. Cost measure is Canadian dollar (2016). Benefit measure is QALY. All result numbers are rounded and including sampling variation
aRelative standard deviation (RSD; i.e. SD as percentage of the mean) that was assumed for the two factors
Results for different scenarios using suspension cell culture (means per patient)
| Scenario | Cost | Benefit | ICER | EVPI | Maximum Partial EVPI Dose Costs | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Index | Production mode | Supply per facility | COGd factor | Regulatory factor | Variation (RSDa) | Strategy | Difference | Strategy | Difference | WTP per QALY | |||
| $50,000 | $100,000 | ||||||||||||
| Scenarios with 3% discount rate | |||||||||||||
| Comp1 | (Comparator 3%) | 74,230 | 11.12 | ||||||||||
| Sus1 | Local | 50 | 4 | 1.2 | 22.5% | 480,575 | 406,346 | 13.85 | 2.73 | 148,790 | 56 | 12,126 | 59,158 |
| Sus2 | Local | 50 | 4 | 1.2 | 50.0% | 479,911 | 405,680 | 13.85 | 2.73 | 148,546 | 1541 | 35,232 | 92,836 |
| Sus3 | Local | 50 | 4 | 1.8 | 22.5% | 654,137 | 579,906 | 13.85 | 2.73 | 212,342 | 4 | 2464 | 88,524 |
| Sus4 | Local | 50 | 4 | 1.8 | 50.0% | 651,401 | 577,171 | 13.85 | 2.73 | 211,340 | 450 | 16,335 | 141,768 |
| Sus5 | Scale out local | 50 | 3 | 1.2 | 22.5% | 393,796 | 319,566 | 13.85 | 2.73 | 117,014 | 305 | 28,627 | 47,474 |
| Sus6 | Scale out local | 50 | 3 | 1.2 | 50.0% | 393,094 | 318,864 | 13.85 | 2.73 | 116,757 | 3215 | 53,937 | 76,931 |
| Sus7 | Scale out local | 50 | 3 | 1.8 | 22.5% | 523,705 | 449,475 | 13.85 | 2.73 | 164,582 | 33 | 8084 | 66,874 |
| Sus8 | Scale out local | 50 | 3 | 1.8 | 50.0% | 521,437 | 447,207 | 13.85 | 2.73 | 163,752 | 1084 | 28,588 | 113,389 |
| Sus9 | Scale out local | 50 | 8 | 1.8 | 22.5% | 1,172,878 | 1,098,648 | 13.85 | 2.73 | 402,287 | 0 | 50 | 169,848 |
| Sus10 | Scale out local | 50 | 8 | 1.8 | 50.0% | 1,163,974 | 1,089,744 | 13.85 | 2.73 | 399,026 | 35 | 2719 | 295,702 |
| Sus11 | Large scale | 500 | 4 | 1.2 | 22.5% | 421,724 | 347,494 | 13.85 | 2.73 | 127,240 | 590 | 28,370 | 59,316 |
| Sus12 | Large scale | 500 | 4 | 1.2 | 50.0% | 420,338 | 346,108 | 13.85 | 2.73 | 126,733 | 3399 | 51,260 | 83,398 |
| Sus13 | Large scale | 500 | 4 | 1.8 | 22.5% | 565,342 | 491,112 | 13.85 | 2.73 | 179,828 | 116 | 9785 | 86,421 |
| Sus14 | Large scale | 500 | 4 | 1.8 | 50.0% | 562,360 | 488,130 | 13.85 | 2.73 | 178,736 | 1294 | 27,942 | 124,381 |
| Sus15 | Scale out large | 500 | 3 | 1.2 | 22.5% | 349,649 | 275,419 | 13.85 | 2.73 | 100,848 | 1666 | 43,136 | 47,205 |
| Sus16 | Scale out large | 500 | 3 | 1.2 | 50.0% | 349,048 | 274,819 | 13.85 | 2.73 | 100,629 | 6192 | 64,312 | 64,826 |
| Sus17 | Scale out large | 500 | 3 | 1.8 | 22.5% | 457,207 | 382,977 | 13.85 | 2.73 | 140,232 | 384 | 21,505 | 67,653 |
| Sus18 | Scale out large | 500 | 3 | 1.8 | 50.0% | 455,948 | 381,718 | 13.85 | 2.73 | 139,772 | 2669 | 43,714 | 101,004 |
| Scenarios with 0% discount rate | |||||||||||||
| Comp2 | (Comparator 0%) | 113,175 | 16.09 | ||||||||||
| Sus19 | Local | 50 | 4 | 1.2 | 22.5% | 514,909 | 401,734 | 20.60 | 4.51 | 89,173 | 4389 | 40,830 | 59,131 |
| Sus20 | Scale out large | 500 | 3 | 1.2 | 22.5% | 383,981 | 270,808 | 20.60 | 4.51 | 60,111 | 26,451 | 7684 | 47,205 |
| Scenarios with 5% discount rate | |||||||||||||
| Comp3 | (Comparator 5%) | 56,558 | 9.09 | ||||||||||
| Sus21 | Local | 50 | 4 | 1.2 | 22.5% | 468,087 | 409,529 | 11.18 | 2.09 | 196,160 | 1 | 2042 | 59,162 |
| Sus22 | Scale out large | 500 | 3 | 1.2 | 22.5% | 337,161 | 278,602 | 11.18 | 2.09 | 133,447 | 172 | 16,410 | 47,207 |
All scenarios used the base case assumptions with the described structural deviations. Cost measure is Canadian dollar (2016). Benefit measure is QALY. All result numbers are rounded and including sampling variation
aRelative standard deviation (RSD; i.e. SD as percentage of the mean) that was assumed for the two factors
Fig. 3Expected value of perfect information results. Displayed are results of the value of further research for the scenarios using adherent (top) and suspension (bottom) cell culture techniques. All values are per patient calculations for willingness-to-pay thresholds of up to $200,000 per additional QALY. One can see the different values between cell culture techniques and between production scenarios within each technique. The dotted lines represent scenarios presuming an 80% increase of costs due to additional regulatory requirements compared to regulations currently in place. Scenarios Adh 20 and Sus 20 use a 0% discount rate
Full dose costs using example cost of goods downstream and regulator factors
| Production setting | Factors | Full dose costsa | ||||
|---|---|---|---|---|---|---|
| Cell culture | Supply | Cost of goods downstream | Regulatory | Mean | Lower range | Upper range |
| Adherent | 50 | 3 | 1.2 | $170,795 | $76,680 | $302,040 |
| Adherent | 500 | 3 | 1.2 | $138,906 | $52,920 | $265,680 |
| Suspension | 50 | 3 | 1.2 | $119,495 | $60,840 | $197,640 |
| Suspension | 500 | 3 | 1.2 | $99,126 | $37,080 | $191,160 |
aMeans and values at the lower and upper 95% credible range