Summary Analysis of Reported Data Sets Lev Sirota, PhD
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Summary Analysis of Reported Data Sets Lev Sirota, PhD
Summary Analysis of Reported Data Sets Lev Sirota, PhD Center for Biologics Evaluation and Research U.S. Food and Drug Administration Selected Vaccines 2 General Philosophy Goals Hierarchy: Define Q-metric (%recovery close to 100%) – Q=F(L,M,D,V,A,DM) – Q=F(L,M,D,V,A) – Q=F(L,M,D,V) – Q=F(M,D,V) – ….. – Q=F(V) ? –Q ? Method optimization within each lab was possible approach Additional date were submitted by almost all participants L-lab; M-method; D-dose; V-vaccine; A-adjuvant; DM-desorption method 3 Data Study design: One lab - one method with minimum vaccines vs. All generated data. • • • • • Wider picture Participants can better compare results Complexity increases Sparse data Statistical analysis is more challenging 4 Reduction Strategies Quality Quality Quality Quality Quality per per per per per Method by Lab, Vaccine, Dose Method by Lab, Vaccine Method by Lab, Method Vaccine? 5 % Recovery by Vaccine: All assays Distributions 150 200 100 2000 3500 1000 3000 50 150 100 800 600 2500 0 0 SSI - DTaP-IPV 2 SP - Tetraxim 2 SP - Pediacel 2 GSK - Vac B 2 GSK - Vac A 2 400 2000 -50 -1000 -100 -2000 200 1500 1000 -150 50 -3000 -200 -250 0 -300 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 188.4 188.4 188.4 165.2 100.8 63.5 36.2 -7.4 -18.5 -18.5 -18.5 70.1054 54.839776 14.159569 100.47466 39.736144 15 Mean Std Dev Std Err Mean upper 95% Mean low er 95% Mean N 0 -5000 -500 135.7 135.7 135.7 135.7 118.1 55.1 -71.0 -292.2 -292.2 -292.2 -292.2 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 10.748469 142.04544 47.34848 119.93426 -98.43732 9 Mean Std Dev Std Err Mean upper 95% Mean low er 95% Mean N -200 -400 Quantiles Quantiles 1163 1163 1163 786 129 47 -56 -3008 -4020 -4020 -4020 100.0% maximum 3099 99.5% 3099 97.5% 3099 90.0% 3099 75.0% quartile 224 50.0% median 45 25.0% quartile 7.87056 10.0% -255 2.5% -255 0.5% -255 0.0% minimum -255 -276.0514 1258.806 325.02231 421.05209 -973.155 15 Mean Std Dev Std Err Mean upper 95% Mean low er 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 694.2 694.2 694.2 439.8 130.6 61.4 11.4 -146.0 -365.0 -365.0 -365.0 Moments Moments Moments Moments Moments Mean Std Dev Std Err Mean upper 95% Mean low er 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum -4000 Quantiles Quantiles Quantiles 0 500 381.89129 1030.2384 343.41282 1173.8027 -410.0201 9 Mean Std Dev Std Err Mean upper 95% Mean low er 95% Mean N 94.170238 216.43249 55.882628 214.02655 -25.68608 6 15 Standard Statistics for All Assays % Recovery by Vaccine: 7 Binding Assays Lab Boryung Biopharma Green Cross Co. Korea GSK Health Canada Korean FDA Korean Vaccine Co NIBSC Norwegian Medical Agency Sanofi Pasteur Method Binding Assay - Monoclonal method Binding Assay - Polyclonal method Desorption Desorption Citrate (2) EDTA or Citrate None Citrate (1) Citrate (2) EDTA 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 1 1 1 0 1 1 1 0 0 (1) Pediacel desorbed with EDTA (2) Pediacel not desorbed 8 % Recovery by Vaccine: Binding Assays Distributions 150 150 200 125 150 100 100 600 350 500 300 400 250 300 200 200 150 100 100 0 50 SSI - aP 2 SSI - DTaP-IPV 2 SP - Tetraxim 2 SP - Pediacel 2 GSK - Vac C 2 GSK - Vac B 2 GSK - Vac A 2 150 200 100 150 75 100 50 50 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 149.7 149.7 149.7 133.0 68.2 58.7 13.6 -12.9 -18.5 -18.5 -18.5 135.69 135.69 135.69 135.69 118.59 56.82 46.33 7.03 7.03 7.03 7.03 51.670409 44.910725 12.96461 80.205322 23.135496 12 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 213.59 213.59 213.59 213.59 107.25 41.41 24.53 4.32 4.32 4.32 4.32 73.184614 44.872936 15.864979 110.69933 35.669901 8 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 534.3 534.3 534.3 416.6 117.0 70.2 40.8 -32.8 -55.5 -55.5 -55.5 70.066102 65.11868 21.706227 120.12075 20.011453 9 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 342.47 342.47 342.47 342.47 106.88 44.88 17.66 1.75 1.75 1.75 1.75 101.0194 145.52102 42.008301 193.47905 8.5597521 12 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 130.64 130.64 130.64 127.99 90.97 59.01 11.74 2.21 0.00 0.00 0.00 80.225285 105.2618 35.087265 161.13666 -0.686095 9 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 207.47 207.47 207.47 207.47 142.85 82.30 41.30 3.69 3.69 3.69 3.69 Moments Moments Moments Moments Moments Moments Moments Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 100.0% maximum 99.5% 97.5% 90.0% 75.0% quartile 50.0% median 25.0% quartile 10.0% 2.5% 0.5% 0.0% minimum 0 Quantiles Quantiles Quantiles Quantiles Quantiles 0 0 -100 0 0 Quantiles Quantiles 50 50 25 0 100 50 59.002229 44.500704 12.846247 87.276628 30.727831 12 Mean Std Dev Std Err Mean upper 95% Mean lower 95% Mean N 9 88.750612 67.511245 25.516852 151.1881 26.313124 7 Standard Statistics: % Recovery by Vaccine: Binding Assays Statistic GSK - Vac A GSK - Vac B GSK - Vac C SP Pediacel SP Tetraxim SSI - aP SSI - DTaPIPV Mean 52.8 76.6 75.5 122.1 85.3 92.4 62.1 Lower 95% Mean 35.6 49.9 36.6 27.8 39.1 56.9 41.3 Upper 95% Mean 70.0 103.3 114.3 216.3 131.5 128.0 82.8 10 Binding Assays: % Recovery of PTx spike Lab Boryung Biopharma Boryung Biopharma Boryung Biopharma GSK GSK GSK Green Cross Co. Korea Green Cross Co. Korea Green Cross Co. Korea Korean Vaccine Co Korean Vaccine Co Korean Vaccine Co Korean FDA Korean FDA Korean FDA Korean FDA Korean FDA Korean FDA Norwegian Medical Agency Norwegian Medical Agency Norwegian Medical Agency Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Health Canada Health Canada Health Canada NIBSC NIBSC NIBSC Method Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Polyclonal Monoclonal Monoclonal Monoclonal Monoclonal Monoclonal Monoclonal Monoclonal Monoclonal Monoclonal Polyclonal Polyclonal Polyclonal Desorption EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA EDTA Citrate (1) Citrate (1) Citrate (1) Citrate (2) Citrate (2) Citrate (2) EDTA or Citrate EDTA or Citrate EDTA or Citrate None None None Citrate (2) Citrate (2) Citrate (2) EDTA EDTA EDTA Spike (IU/ml) 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 2 10 20 GSK - Vac A GSK - Vac B 49 49 64 57 75 60 32 11 31 45 45 80 86 247 50 56 54 57 119 102 176 157 154 148 82 106 103 123 97 116 3 6 7 6 8 9 0 97 88 0 0 0 -23 -17 -15 51 56 54 57 63 63 68 70 72 GSK - Vac C 32 48 44 7 29 31 466 102 72 83 138 140 81 102 100 4 4 5 37 40 43 67 70 66 SP - Pediacel SP - Tetraxim SSI - DTaP-IPV -134 81 80 -22 45 61 -10 33 43 -25 -67 1 51 30 14 34 42 19 1480 259 254 474 447 132 279 266 89 277 188 46 82 74 166 66 57 153 130 25 42 11 66 96 27 43 89 129 15 10 3 13 17 8 15 11 152 81 119 87 116 88 46 0 34 0 37 0 94 35 74 -9 62 -4 63 33 11 65 30 81 64 30 78 151 173 109 48 86 88 43 63 81 11 Monoclonal Assays: % Recovery of PTx spike Lab Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Sanofi Pasteur Health Canada Health Canada Health Canada Desorption EDTA or Citrate EDTA or Citrate EDTA or Citrate None None None Citrate (2) Citrate (2) Citrate (2) Spike (IU/ml) GSK - Vac A GSK - Vac B 2 0 0 10 20 0 2 -23 10 -17 -15 20 2 51 56 57 10 54 20 63 63 GSK - Vac C 37 40 43 SP - Pediacel SP - Tetraxim SSI - DTaP-IPV 0 46 34 0 37 0 94 35 74 -9 62 -4 63 33 11 65 30 81 30 78 64 SSI – aP was not tested Pediacel not desorbed (2) 12 Polyclonal Assays: % Recovery of PTx spike Lab Boryung Biopharma Boryung Biopharma Boryung Biopharma GSK GSK GSK Green Cross Co. Korea Green Cross Co. Korea Green Cross Co. Korea Korean Vaccine Co Korean Vaccine Co Korean Vaccine Co Korean FDA Korean FDA Korean FDA Korean FDA Korean FDA Korean FDA Norwegian Medical Agency Norwegian Medical Agency Norwegian Medical Agency NIBSC NIBSC NIBSC Desorption Spike (IU/ml) GSK - Vac A GSK - Vac B GSK - Vac C SP - Pediacel SP - Tetraxim SSI - DTaP-IPV SSI - aP 94 -134 81 80 49 49 32 EDTA 2 49 -22 45 61 64 57 48 EDTA 10 33 43 41 44 -10 EDTA 20 75 60 -25 -67 1 49 32 11 7 EDTA 2 14 38 29 51 30 10 31 45 EDTA 37 34 42 19 45 80 31 EDTA 20 259 466 1480 259 254 2 86 247 EDTA 474 447 132 142 50 56 102 EDTA 10 266 89 105 57 72 279 EDTA 20 54 188 46 301 119 102 83 277 EDTA 2 166 180 157 138 82 74 EDTA 10 176 57 153 142 154 148 140 66 EDTA 20 106 81 130 25 42 72 EDTA 2 82 66 96 89 10 103 123 102 11 EDTA 27 43 89 86 97 116 100 EDTA 20 129 15 10 2 2 3 6 4 Citrate (1) 17 3 Citrate (1) 10 7 6 4 3 13 11 6 Citrate (1) 20 8 9 5 8 15 2 0 152 81 Citrate (2) Citrate (2) 10 97 119 87 20 88 116 88 Citrate (2) 151 173 109 110 EDTA 2 68 67 EDTA 10 70 70 48 86 88 75 63 81 62 EDTA 20 72 66 43 (1) Pediacel desorbed with EDTA (2) Pediacel not desorbed 13 Conclusions Collaborative studies are valuable tool for methods assessment and decision making. To allow for method comparison, studies should be carefully planned and executed according to the protocol. Results should be reported using standardized form. The variability of the recovery experiments depends upon correlation between dose of spiked analyte and the entity measured by the method 14 Where Should We Go from Here ? 15 Acknowledgments Juan Arciniega Richard Isbrucker Estelle Russek-Cohen Dale Horne Scott, John Tsai-Lien Lin Tammy Massie 16 THANK YOU 17 18 19 20 Methods Binding Assay - Polyclonal method Binding Assay - Monoclonal method eHPLC cAMP Assay 21