Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Enabling Single-Cell Drug Response Annotations from Bulk RNA-Seq Using SCAD.

  PMID 36762572 · PMC10104628 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023 · 7 claims · 7 setups

  Has reproduction · 81

  SCAD, a transfer learning framework integrating adversarial discriminative domain adaptation (ADDA), can infer single-cell drug sensitivities by transferring knowledge from bulk RNA-seq pharmacogenomic data (GDSC) to scRNA-seq target domains

  pan-cancer pc9 451lu a375 bulk scrna-seq computational

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Mutations in dnaA and a cryptic interaction site increase drug resistance in Mycobacterium tuberculosis.

  PMID 33253310 · PMC7738170 · PLoS pathogens · 2020 · 7 claims · 8 setups

  Has reproduction · 98

  Non-synonymous mutations in dnaA are statistically associated with drug resistance (INH, RIF, SM) in clinical M. tuberculosis strains across two independent GWAS cohorts (China and Vietnam)

  clinical dnaa isogenic h37rv genome-wide structural deep-sequencing

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 7 setups

  Has reproduction · 35

  ZBTB38 expression is decreased in localised prostate cancer and further decreased in metastatic prostate cancer compared to non-cancerous prostate tissue

  prostate localised gene rna-sequencing clinico-pathological

• Integration of multi-omics and machine learning strategies identifies immune related candidate biomarkers in inflammation-associated hypertrophic cardiomyopathy.

  PMID 41080564 · PMC12510942 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 85

  Seven key immune-related genes (RNF165, SNCA, SRGN, MARCO, STEAP4, SIGLEC9, TKT) are associated with HCM by intersecting DEGs with MR-identified eQTLs

  left eqtl degs merged bulk two-sample functional

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Utilization of genomic signatures to identify phenotype-specific drugs.

  PMID 19714244 · PMC2729377 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  A RAS pathway gene expression signature applied to NCI-60 cells identifies compounds selectively active against RAS-activated cells, including the MEK inhibitor Hypothemycin

  nci-60 breast mda-mb-231 signature-drug gene signature

• Pre-implantation embryo metabolism identified by PEMA reveals endogenous lactate insufficiency contributes to pre-implantation development arrest.

  PMID 42272466 · PMC13247451 · Fundamental research · 2026 · 7 claims · 7 setups

  Has reproduction

  PEMA, a Ribo-seq-weighted computational framework, characterizes metabolic states of human and mouse pre-implantation embryos more accurately than Compass

  8-cell ch3pn pre-implantation computational single-embryo cut&tag

• targetTB: a target identification pipeline for Mycobacterium tuberculosis through an interactome, reactome and genome-scale structural analysis.

  PMID 19099550 · PMC2651862 · BMC systems biology · 2008 · 8 claims · 8 setups

  Full-text index only

  A comprehensive in silico target identification pipeline (targetTB) integrating interactome, reactome, essentiality, sequence and structural analyses can identify high-confidence drug targets for Mtb

  tuberculosis mtb protein-protein flux transposon

• The flexible pocketome engine for structural chemogenomics.

  PMID 19727619 · PMC2975493 · Methods in molecular biology (Clifton, N.J.) · 2009 · 8 claims · 8 setups

  Full-text index only

  A comprehensive structural Pocketome combined with ensemble docking enables de novo, structure-based prediction of ligand binding poses and activities for new proteins and new chemical scaffolds.

  pdb bacteriorhodopsin enr asn automated virtual energy-based

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Whole genome association mapping by incompatibilities and local perfect phylogenies.

  PMID 17042942 · PMC1624851 · BMC bioinformatics · 2006 · 8 claims · 8 setups

  Full-text index only

  Blossoc scores the perfect phylogenetic tree spanning the largest compatible region around each marker as a decision tree for case/control status to detect association

  coalescent-simulated artificial empirical same perfect-phylogeny hapminer haplotype

• The protein-phosphatome of the human malaria parasite Plasmodium falciparum.

  PMID 18793411 · PMC2559854 · BMC genomics · 2008 · 8 claims · 8 setups

  Full-text index only

  P. falciparum possesses 27 putative protein phosphatase sequences across the four major PP families (PPP, PPM, PTP, NIF), plus 7 additional sequences predicted to dephosphorylate non-protein substrates, totaling 34.

  sapiens ppp-domain metallophosphatase pf14_0142 hmm sequence neighbour-net

• Integrating complex genomic datasets and tumour cell sensitivity profiles to address a 'simple' question: which patients should get this drug?

  PMID 20003409 · PMC2799438 · BMC medicine · 2009 · 8 claims · 5 setups

  Full-text index only

  A panel of 48 genomically characterized breast cancer cell lines can model patient tumour heterogeneity to identify biomarkers predicting response to PG-11047

  panel breast 250-gene candidate genome growth pathway

• Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.

  PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups

  Has reproduction · 51

  A 15-gene immune infiltration-related signature (IRS) predicts overall survival in breast cancer, with higher IRS indicating worse prognosis

  tcga metabric geo breast immune bulk microarray

• Bioinformatics Strategies to Identify Shared Molecular Biomarkers That Link Ischemic Stroke and Moyamoya Disease with Glioblastoma.

  PMID 36015199 · PMC9413912 · Pharmaceutics · 2022 · 8 claims · 8 setups

  Has reproduction · 19

  Shared differentially expressed genes link glioblastoma with ischemic stroke and with moyamoya disease, revealing molecular associations among the diseases.

  glioblastoma ischemic moyamoya shared bulk microarray gene

• Comprehensive analysis of a novel RNA modifications-related model in the prognostic characterization, immune landscape and drug therapy of bladder cancer.

  PMID 37124622 · PMC10131083 · Frontiers in genetics · 2023 · 7 claims · 8 setups

  Has reproduction · 71

  Two distinct RNA modification patterns exist among BCa samples with radically different clinical outcomes and biological characteristics.

  bca meta-geo tcga-blca tcga bulk rna-seq somatic

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• In vivo structural characterization of the SARS-CoV-2 RNA genome identifies host proteins vulnerable to repurposed drugs.

  PMID 33636127 · PMC7871767 · Cell · 2021 · 8 claims · 8 setups

  Has reproduction · 95

  icSHAPE was used to determine the in vivo and in vitro structural landscape of the SARS-CoV-2 RNA genome in infected Huh7.5.1 cells, plus UTR structures of six other coronaviruses

  huh7.5.1 sars-cov-2 utrs 18s icshape structure deep-learning

• Expression and Secretion of Circular RNAs in the Parasitic Nematode, Ascaris suum.

  PMID 35711944 · PMC9194832 · Frontiers in genetics · 2022 · 8 claims · 7 setups

  Has reproduction · 20

  A. suum expresses 1,997 distinct circRNAs identified via next-generation sequencing in adult female body wall and ovary-enriched tissue

  suum circrna qrt-pcr drug