From 4dd3728dfbef451b59a042ca86e213af2a57a0e0 Mon Sep 17 00:00:00 2001 From: Evan Komp Date: Sun, 3 Nov 2024 05:48:47 -0800 Subject: [PATCH] added fireprot db benchmark and compared to original model weights --- README.md | 3 +- .../fireprotdb_benchmark_results.json | 12 + .../fireprotdb_new_detailed_results.csv | 9104 +++++++++++++++++ .../fireprotdb_original_detailed_results.csv | 9104 +++++++++++++++++ .../zero_shot_estimated.json | 85 +- data/plots/fireprotdb_new_performance.png | Bin 147979 -> 150003 bytes .../plots/fireprotdb_original_performance.png | Bin 173529 -> 160936 bytes data/plots/new_lipa.png | Bin 0 -> 122422 bytes data/plots/new_lovd_scores.png | Bin 0 -> 82564 bytes data/plots/new_meltome_scores.png | Bin 0 -> 705290 bytes data/plots/original_lipa.png | Bin 0 -> 108341 bytes data/plots/original_lovd_scores.png | Bin 0 -> 111186 bytes data/plots/original_meltome_scores.png | Bin 0 -> 139887 bytes scripts/fireprot_zero.py | 2 - scripts/zero_shot_experiment.py | 19 +- 15 files changed, 18323 insertions(+), 6 deletions(-) create mode 100644 data/nomelt-model-full/fireprotdb_benchmark_results.json create mode 100644 data/nomelt-model-full/fireprotdb_new_detailed_results.csv create mode 100644 data/nomelt-model-full/fireprotdb_original_detailed_results.csv create mode 100644 data/plots/new_lipa.png create mode 100644 data/plots/new_lovd_scores.png create mode 100644 data/plots/new_meltome_scores.png create mode 100644 data/plots/original_lipa.png create mode 100644 data/plots/original_lovd_scores.png create mode 100644 data/plots/original_meltome_scores.png diff --git a/README.md b/README.md index 499f31d..5354cbf 100644 --- a/README.md +++ b/README.md @@ -106,8 +106,7 @@ Some of the figures in the manuscript were created during the main pipeline step - Figure 2: located at `./analysis/figures/AA_propensities.png` created in notebook `./analysis/probe_model.ipynb` - Figure 3: located at `./analysis/figures/disulfide_logits.png` created in notebook `./analysis/probe_model.ipynb` - Figure 4: located at `./analysis/figures/estimated_shift_thermo_gen.png` created in notebook `./analysis/dataset_stats.ipynb` -- Figure 5: located at `./analysis/figures/mAF_scores.png` created in notebook `./analysis/compare_estimated_stability.ipynb` -- Figure 6: see repo https://zenodo.org/records/10625583 +- Figure 5: see repo https://zenodo.org/records/10625583 - Figure 7: located at './data/plots/exp_tm_scores.png' created in script `./scripts/zero_shot_experiment.py` ## License diff --git a/data/nomelt-model-full/fireprotdb_benchmark_results.json b/data/nomelt-model-full/fireprotdb_benchmark_results.json new file mode 100644 index 0000000..099e394 --- /dev/null +++ b/data/nomelt-model-full/fireprotdb_benchmark_results.json @@ -0,0 +1,12 @@ +{ + "New": { + "spearman_coef": 0.32183325388483064, + "spearman_p": 2.11588628138216e-218, + "auroc": 0.6122423981479029 + }, + "Original": { + "spearman_coef": -0.016768034527282, + "spearman_p": 0.10965961456982194, + "auroc": 0.5013025291347248 + } +} \ No newline at end of file diff --git a/data/nomelt-model-full/fireprotdb_new_detailed_results.csv b/data/nomelt-model-full/fireprotdb_new_detailed_results.csv new file mode 100644 index 0000000..97557a1 --- /dev/null +++ b/data/nomelt-model-full/fireprotdb_new_detailed_results.csv @@ -0,0 +1,9104 @@ +delta_tm,nomelt_score +2.1,0.7807564890528838 +-0.4,-3.045412105963819 +5.2,1.415734741757757 +3.1,0.7196423520282167 +1.1,-0.349120640999391 +0.5,-0.4455361032223957 +3.89,-1.0853626454081255 +12.17,3.7004051279294625 +5.6,3.5286574325690623 +0.4,6.830939231380696 +2.4,3.8972726653365557 +2.2,-4.937681153139577 +-0.79,-12.795302380633943 +-0.9,-13.64689064963462 +-1.7,-14.957674999910987 +0.2,-12.448083917498908 +2.9,-12.544962936240708 +-1.0,-13.924222007658807 +-0.7,-13.9069623850036 +1.1,-15.092090621138631 +0.3,-13.181796116114974 +-2.8,-14.929675960253665 +10.13,-4.3299028229149386 +1.0,1.018976005995403 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break if len(variants) == 0: continue counter +=1 diff --git a/scripts/zero_shot_experiment.py b/scripts/zero_shot_experiment.py index 4b5b9ff..a765c19 100644 --- a/scripts/zero_shot_experiment.py +++ b/scripts/zero_shot_experiment.py @@ -36,14 +36,31 @@ def main(sequences, temperatures, system_name): 'p': float(spear_p) } + # generate random mutations and check scores + wt_seq = sequences[0] + variants = [] + for i in range(10): + positions = np.random.choice(list(range(len(wt_seq))), size=10, replace=False) + var_ = list(wt_seq) + for p in positions: + var_[p] = str(np.random.choice(list('ACDEFGHIKLMNPQRSTVWY'))) + variants.append(''.join(var_)) + + _, random_scores = model.score_variants(sequences[0], variants) + + results[model_name]['random'] = random_scores + results[model_name]['random_mean'] = np.mean(random_scores) + # Create plot fig, ax = plt.subplots(figsize=(4, 4)) sns.regplot(x=temperatures, y=scores, ax=ax) ax.set_xlabel('Melting Temperature (°C)') ax.set_ylabel(f'{model_name.upper()} NOMELT Logit Score') + ax.hlines(np.mean(random_scores), xmin=min(temperatures), xmax=max(temperatures), label='10 random mutations', color='r') plt.savefig(f'./data/plots/{model_name}_{system_name}_scores.png', dpi=300, bbox_inches='tight') plt.close() + return results # variant sets from https://chemistry-europe.onlinelibrary.wiley.com/doi/10.1002/cctc.202101349 @@ -70,4 +87,4 @@ def main(sequences, temperatures, system_name): results = main(list(LovD_seqs.values()), LovD_temperatures, 'lovd') with open('./data/nomelt-model-full/zero_shot_estimated.json', 'w') as f: - json.dump(results, f, indent=2) \ No newline at end of file + json.dump(results, f, indent=2)

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