Skip to main content
. 2023 Mar 29;5(2):lqad026. doi: 10.1093/nargab/lqad026

Table 1.

ChromTransfer allows fine-tuning on small input data. Mean overall and per-class (positive: open chromatin, negative: closed chromatin) F1 scores on test set data for HepG2 models fine-tuned after bootstrapping training data (1–75% of original training data, 10 bootstraps). The overall F1 score of the original HepG2 fine-tuned model (100%) is included for reference. Bootstrap sample sizes refers to the total number of training examples, including both positive and negative examples. Standard deviations (sd) across bootstrap estimates are included

Sample (%) Sample (size of training) Mean F1 negative sd F1 negative Mean F1 positive sd F1 positive Mean F1 overall sd F1 overall
1% 747 0.65 0.22 0.68 0.03 0.67 0.12
5% 3733 0.76 0.01 0.72 0.01 0.74 0.01
10% 7467 0.77 0.01 0.71 0.04 0.74 0.02
15% 11201 0.76 0.02 0.73 0.01 0.75 0.01
20% 14935 0.77 0.01 0.74 0.01 0.75 0.01
25% 18668 0.77 0.01 0.74 0.02 0.75 0.01
50% 37366 0.79 0.01 0.76 0.01 0.77 0.01
75% 56005 0.80 0.01 0.77 0.01 0.79 0.01
100% 74673 0.82 - 0.75 - 0.79 -