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Table 2 Prediction accuracy as measured by squared Pearson correlation coefficient R 2

From: Data-driven modeling of cellular stimulation, signaling and output response in RAW 264.7 cells

  G-CSF IL-1α IL-6 IL-10 MIP-1α RANTES TNFα
PLS (time-derived metrics) 0.93 (5) 0.49 (1) 0.63 (5) 0.62 (4) 0.49 (6) 0.65 (2) 0.75 (6)
PCR (time-derived metrics) 0.92 (2) 0.51 (2) 0.64 (21) 0.62 (16) 0.48 (10) 0.64 (2) 0.72 (15)
PLS (time-averaged data) 0.88 (5) 0.83 (6) 0.58 (6) 0.64 (5) 0.62 (5) 0.73 (5) 0.83 (5)
PCR (time-averaged data) 0.89 (10) 0.85 (10) 0.58 (13) 0.68 (10) 0.59 (9) 0.77 (9) 0.84 (13)
  1. Number of principal components (for PCR) or latent variables (for PLS) are listed in parentheses.