# Registry metadata only. Raw data remain in their authoritative repositories. [[sources]] source_id = "mccloskey-2018" title = "Evolution of gene knockout strains of E. coli reveal regulatory architectures governed by metabolism" primary_url = "https://doi.org/10.1038/s41467-018-06219-9" accession = "s41467-018-06219-9" revision = "2018-09-14" license_id = "CC-BY-4.0" license_verified = true redistribution = "metadata_only" notes = "Keep source assets remote until each supplementary file has a recorded checksum and redistribution review." [[sources]] source_id = "kochanowski-2021" title = "Global coordination of metabolic pathways in Escherichia coli by active and passive regulation" primary_url = "https://doi.org/10.15252/msb.202010064" accession = "10.15252/msb.202010064" revision = "2021-04-19" license_id = "CC-BY-4.0" license_verified = true redistribution = "metadata_only" notes = "Five supplementary workbooks are pinned below. Flux and metabolite conditions have explicit strain/effector keys; the ten absolute-protein limitation conditions still require a deterministic cross-modality mapping." fully_mapped_condition_ids = [] [[artifacts]] source_id = "kochanowski-2021" artifact_id = "dataset-ev1" url = "https://static-content.springer.com/esm/art%3A10.15252%2Fmsb.202010064/MediaObjects/44320_2021_BFMSB202010064_MOESM2_ESM.xlsx" local_filename = "EV1.xlsx" sha256 = "b873c20844964d4bc746a66f2e78668fcf69227f289cf8c0184a91036c53014a" redistribution = "metadata_only" [[artifacts]] source_id = "kochanowski-2021" artifact_id = "dataset-ev2-proteomics" url = "https://static-content.springer.com/esm/art%3A10.15252%2Fmsb.202010064/MediaObjects/44320_2021_BFMSB202010064_MOESM3_ESM.xlsx" local_filename = "EV2.xlsx" sha256 = "6580db4aa14cb22a867debae877848ec94d178af809dcddecd0767606c3a07d2" redistribution = "metadata_only" [[artifacts]] source_id = "kochanowski-2021" artifact_id = "dataset-ev3-fluxes" url = "https://static-content.springer.com/esm/art%3A10.15252%2Fmsb.202010064/MediaObjects/44320_2021_BFMSB202010064_MOESM4_ESM.xlsx" local_filename = "EV3.xlsx" sha256 = "7a84ead545821b75852c2b43808b64015b6567d41ec1ab1dbf99949798633486" redistribution = "metadata_only" [[artifacts]] source_id = "kochanowski-2021" artifact_id = "dataset-ev4-metabolomics" url = "https://static-content.springer.com/esm/art%3A10.15252%2Fmsb.202010064/MediaObjects/44320_2021_BFMSB202010064_MOESM5_ESM.xlsx" local_filename = "EV4.xlsx" sha256 = "6d06cab98596990104c114e5a6daab186e2d2877323a707462f266824e974a71" redistribution = "metadata_only" [[artifacts]] source_id = "kochanowski-2021" artifact_id = "dataset-ev5-regulation" url = "https://static-content.springer.com/esm/art%3A10.15252%2Fmsb.202010064/MediaObjects/44320_2021_BFMSB202010064_MOESM6_ESM.xlsx" local_filename = "EV5.xlsx" sha256 = "7242847200852886268076d9a765cd22c20221f3ef98d0e189be97cd5e1dd7b6" redistribution = "metadata_only" [kochanowski_condition_harmonization] flux_metabolite_condition_count = 16 absolute_protein_condition_count = 10 joinable_modalities = ["13c_mfa_flux", "absolute_intracellular_metabolite"] excluded_modalities = ["protein_spectral_count"] flux_metabolite_condition_ids = [ "kochanowski-2021|catabolic|NCM3722|3-MBA|0uM", "kochanowski-2021|catabolic|NCM3722|3-MBA|400uM", "kochanowski-2021|catabolic|NQ1243|3-MBA|400uM", "kochanowski-2021|catabolic|NQ1243|3-MBA|100uM", "kochanowski-2021|catabolic|NQ1243|3-MBA|0uM", "kochanowski-2021|catabolic|NQ1390|3-MBA|400uM", "kochanowski-2021|catabolic|NQ1390|3-MBA|100uM", "kochanowski-2021|catabolic|NQ1390|3-MBA|40uM", "kochanowski-2021|anabolic|NCM3722|IPTG|0uM", "kochanowski-2021|anabolic|NCM3722|IPTG|100uM", "kochanowski-2021|anabolic|NQ393|IPTG|100uM", "kochanowski-2021|anabolic|NQ393|IPTG|50uM", "kochanowski-2021|anabolic|NQ393|IPTG|40uM", "kochanowski-2021|anabolic|NQ393|IPTG|30uM", "kochanowski-2021|anabolic|NQ393|IPTG|20uM", "kochanowski-2021|anabolic|NQ393|IPTG|10uM", ] fully_mapped_condition_ids = [] status = "blocked" reason = "EV2 limitation conditions are labeled by growth rate while EV3 and EV4 use strain and effector concentration; an explicit source-backed mapping has not been validated." [[sources]] source_id = "ishii-2007" title = "Multiple high-throughput analyses monitor the response of E. coli to perturbations" primary_url = "https://doi.org/10.1126/science.1132067" accession = "10.1126/science.1132067" revision = "2007-03-02" license_id = "custom-restricted" license_verified = true redistribution = "restricted" notes = "Source-local legacy benchmark; do not redistribute." [[sources]] source_id = "hecatos" title = "HeCaToS toxicogenomics project" primary_url = "https://pmc.ncbi.nlm.nih.gov/articles/PMC9663581/" accession = "PMC9663581" revision = "2022-11-17" license_id = "EMBL-EBI-Terms-of-Use" license_verified = true redistribution = "metadata_only" notes = "The descriptor article is CC-BY-4.0. The older BioStudies records have no accession-level license field and remain subject to EMBL-EBI Terms of Use. APAPII provides condition-matched processed RNA, protein, and ATP measurements." [[artifacts]] source_id = "hecatos" artifact_id = "apapii-transcriptomics-rlog" accession = "S-HECA259" url = "https://www.ebi.ac.uk/biostudies/files/S-HECA259/u/genomics-data/RNA-Seq_Analysis_Hepatic_MaSigPro_Genedata/Results_Hecatos_Hepatic_01DMSO_APAP_MaSigPro_rlog/Hecatos_Hepat_01DMSO_APAP_rlog.csv" local_filename = "Hecatos_APAP_rlog.csv" sha256 = "7363f28bac922cbef95d18d1a7cca47f48061d361b751b8786b61f110208d447" redistribution = "metadata_only" [[artifacts]] source_id = "hecatos" artifact_id = "apapii-transcriptomics-samples" accession = "S-HECA259" url = "https://www.ebi.ac.uk/biostudies/files/S-HECA259/u/genomics-data/RNA-Seq_Analysis_Hepatic_MaSigPro_Genedata/Results_Hecatos_Hepatic_01DMSO_APAP_MaSigPro_rlog/Hecatos_Hepat_01DMSO_APAP_SampleAnnot.csv" local_filename = "Hecatos_APAP_RNA_SampleAnnot.csv" sha256 = "5f8de56bd7eb6bd4868c46bc4b2bdea659fd1d87ec4929f8b07c504b89ed2d6e" redistribution = "metadata_only" [[artifacts]] source_id = "hecatos" artifact_id = "apapii-proteomics-log2" accession = "S-HECA292" url = "https://www.ebi.ac.uk/biostudies/files/S-HECA292/u/proteomics-data/Proteomics_Analysis_Hepatic_FC_TxvsT0_revised_workflow_Genedata/Results_Hecatos_Hepatic_Px_APAP_FC/Hepatic_APAP_log2_norm.txt" local_filename = "Hepatic_APAP_protein_log2_norm.txt" sha256 = "218b67dda6df63d6fedc4951bce1a7650dd391aa44a2bbe174b57f48891a24a2" redistribution = "metadata_only" [[artifacts]] source_id = "hecatos" artifact_id = "apapii-proteomics-samples" accession = "S-HECA292" url = "https://www.ebi.ac.uk/biostudies/files/S-HECA292/u/proteomics-data/Proteomics_Analysis_Hepatic_FC_TxvsT0_revised_workflow_Genedata/Results_Hecatos_Hepatic_Px_APAP_FC/Hepatic_APAP_SampleAnnot.txt" local_filename = "Hepatic_APAP_protein_SampleAnnot.txt" sha256 = "5122cc93e20eaea1f5679d88e34bcb998c397617b6c868e493a291f2d26ba5d1" redistribution = "metadata_only" [[artifacts]] source_id = "hecatos" artifact_id = "apapii-atp" accession = "S-HECA8" url = "https://www.ebi.ac.uk/biostudies/files/S-HECA8/Roche-sample-list/18OC002_ACETAMINOPHEN_ATP%20measurements.xlsx" local_filename = "APAPII_ATP.xlsx" sha256 = "48170fc6cc1040728c8323929526b4260b7d5c7592d75c4c35350ec7f716ee62" redistribution = "metadata_only" [hecatos_apapii_condition_harmonization] condition_count = 10 primary_benchmark_condition_count = 9 training_condition_count = 7 heldout_condition_count = 2 joined_modalities = ["transcriptomics", "proteomics", "atp"] training_condition_ids = [ "apap_baseline_000h", "apap_therapeutic_024h", "apap_toxic_024h", "apap_therapeutic_072h", "apap_toxic_072h", "apap_therapeutic_168h", "apap_toxic_168h", ] heldout_condition_ids = ["apap_therapeutic_240h", "apap_toxic_240h"] excluded_condition_ids = ["apap_therapeutic_336h"] split_method = "time-blocked test at T240 for both therapeutic and toxic doses; unpaired T336 excluded" endpoint_limit = "ATP is a measured viability/metabolic phenotype, not a direct steady-state flux. A model-to-ATP observation map is required before reporting GEM predictive RMSE." [[sources]] source_id = "nci-60" title = "NCI-60 multi-omics and exchange benchmark" primary_url = "https://discover.nci.nih.gov/cellminer/" accession = "CellMiner-NCI-60" revision = "unresolved" license_id = "unresolved" license_verified = false redistribution = "unresolved" notes = "Omics campaigns are not condition-matched; resolve exact releases and terms before use."