Configuration

PIGNet2 rescoring of Protenix top-ranked poses

Ranks a compound library by the PIGNet2 deep-learning score computed on the top-ranked Protenix-predicted protein-ligand complex.

1 evaluation · 10 results

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Evaluations and results

1 evaluation · 10 results. Different protocols are not a single leaderboard.

Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) · Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025

Sorted by AUROC (AUROC, mean over the 79 DEKOIS 2.0 targets) (higher is better). The best value in each column is highlighted. Decimals are rounded for display; each value links to the printed value and its source.

Tested configuration	AUROC (AUROC, mean over the 79 DEKOIS 2.0 targets)	AUROC (AUROC, median over the 79 DEKOIS 2.0 targets)	Bedroc (BEDROC with alpha = 80.5, mean over the 79 DEKOIS 2.0 targets)	Bedroc (BEDROC with alpha = 80.5, median over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 0.5% of the ranked library, mean over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 0.5% of the ranked library, median over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 1% of the ranked library, mean over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 1% of the ranked library, median over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 5% of the ranked library, mean over the 79 DEKOIS 2.0 targets)	Enrichment factor (EF at the top 5% of the ranked library, median over the 79 DEKOIS 2.0 targets)
PIGNet2 rescoring of Protenix top-ranked posesEvaluation	0.731	0.763	0.292	0.199	9.7	8.86	9.09	7.15	5.68	4

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Tested configuration	Protocol and dataset	Finding	Evidence and details
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	0.731 AUROC (AUROC, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'AUROC' (Mean)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	0.763 AUROC (AUROC, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'AUROC' (Med)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	0.292 Bedroc (BEDROC with alpha = 80.5, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'BEDROC (α = 80.5)' (Mean)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	0.199 Bedroc (BEDROC with alpha = 80.5, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'BEDROC (α = 80.5)' (Med)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	9.7 Enrichment factor (EF at the top 0.5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF0.5%' (Mean)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	8.86 Enrichment factor (EF at the top 0.5% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF0.5%' (Med)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	9.09 Enrichment factor (EF at the top 1% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF1%' (Mean)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	7.15 Enrichment factor (EF at the top 1% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF1%' (Med)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	5.68 Enrichment factor (EF at the top 5% of the ranked library, mean over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF5%' (Mean)
Configuration: PIGNet2 rescoring of Protenix top-ranked poses	Protocol: DEKOIS 2.0 screening by rescoring Protenix-predicted complexes (Shen et al. 2025 Table 2, Protenix block) Dataset: DEKOIS 2.0, 79 targets as scored by Shen et al. 2025	4 Enrichment factor (EF at the top 5% of the ranked library, median over the 79 DEKOIS 2.0 targets) unitless · higher Uncertainty: Not reported by the source: The source prints no interval or spread for this value Coverage: Not reported scored / Not reported eligible	Author-reported evaluation · Source checked Methods, coverage and source PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2) hitdisc-20261022-protocol-shen-dekois-rescore-protenix Aggregation: Not reported Shen et al. 2025, Chemical Science (Europe PMC full text) · Table 2, Protenix block, row 'PIGNet2', column 'EF5%' (Med)

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Shen et al. 2025, Chemical Science (Europe PMC full text) · Original source · PMC12704515 (Chem Sci, published 2025-12-11)

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Technical metadata and extraction receipts

Stable ID: hitdisc-20261022-config-rescore-pignet2-on-protenix-poses

areas: molecular-interactions
contexts: research
method types: supervised_machine_learning
reported name: PIGNet2
configuration type: paper_evaluation
foundation model eligible: false
review: method: scope-review; automated-source-review; reviewer: claude; reviewer note: Claude review agent, independent of the extraction agent; no human review claimed; date: 2026-10-22; method note: Read the record against the pinned sources and against docs/use-cases.md and docs/record-contract.md.; note: Record checked against the pinned source and the record contract. Transcription checked; not reproduced and not reviewed by a human scientist.; artifact sha256: 11a4cee97057d9e72f9393024d22fdd169e3134f493367eee2f7869facf9ccf8; retrieval url: https://www.ebi.ac.uk/europepmc/webservices/rest/PMC12704515/fullTextXML; receipt: data/omics/use-case-coverage-hitdisc-20261022/review.json
parameters: Implementation set to default or recommended values; binding pockets defined from the predicted ligand pose
source locator: Methods 'Scoring schemes', 'Glide', 'Gnina', 'RTMScore, PIGNet2, PLANET and IGModel'
selection: Applied to the top-ranked of the five predicted poses, selected by the Protenix ranking score
missing metadata: version: reason: unreported; note: The source states only that the official repository's inference script was used
provenance note: No entity-level record was created for this scoring function: its primary paper was not retrieved in this pass, so there is no source from which to describe it.

Related records

system: PIGNet2 on Protenix-predicted DEKOIS 2.0 complexes (Shen et al. 2025 Table 2)

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