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).

• scXDR: drug response prediction across single-cell datasets via heterogeneous network transfer learning.

  PMID 41507436 · PMC12859067 · Communications biology · 2026 · 7 claims · 7 setups

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  scXDR outperforms seven methods that transfer drug response information from bulk RNA-seq to single-cell data, across all four evaluated scenarios

  single-cell scrna-seq scxdr gse117872 heterogeneous benchmarking type

• Critical evaluation of drug response prediction models with DrEval.

  PMID 42120410 · PMC13168506 · Nature communications · 2026 · 8 claims · 6 setups

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  DrEval is a living open-source benchmarking pipeline for unbiased, biologically meaningful evaluation of cancer drug response prediction models, integrating standardized preprocessing, hyperparameter tuning, statistically rigorous evaluation, cross-study benchmarks, and ablation studies.

  ctrpv2 ccle beataml2 pdx_bruna viability drug pdx

• Genomic instability and mono-parental expression mitigate genomic shock in a cross-subgenus Leishmania hybrid.

  PMID 41918820 · PMC13034039 · NAR molecular medicine · 2026 · 7 claims · 8 setups

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  An in vitro cross between L. infantum and L. tarentolae produced a viable inter-subgenus hybrid, demonstrating genomic compatibility between highly divergent Leishmania species.

  infantum linf-gfp bone bmdms genetic flow morphological

• Malaria genomics meets drug-resistance phenotyping in the field.

  PMID 19664295 · PMC2745762 · Genome biology · 2009 · 8 claims · 8 setups

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  Significantly longer parasite clearance times in Pailin (western Cambodia) versus Wang Pha (Thailand-Myanmar border) establish the presence of artemisinin resistance in western Cambodia.

  falciparum plasmodium drug clinical high-throughput

• The HIV positive selection mutation database.

  PMID 17108357 · PMC1669717 · Nucleic acids research · 2007 · 8 claims · 5 setups

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  The database provides codon-level Ka/Ks selection pressure maps for HIV protease and the first 381 codons of RT, built from a novel ~50,000-sample clinical dataset.

  hiv-1 stanford codon-specific selection conditional

• Comprehensive analysis of the causal risk factor from hypertension associated with prognosis and therapeutic response in renal cell carcinoma by multi-omics analysis and validation.

  PMID 41680825 · PMC12998095 · Biology direct · 2026 · 8 claims · 8 setups

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  A 48-gene cross-species hypertension (HTN) gene module identified from human and SHR rat scRNA-seq can classify ccRCC patients into two molecular subgroups with distinct survival and targeted therapy response

  aortic spontaneously tcga icgc single-cell bulk summary-data-based

• 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

• 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

• 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

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  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

• Integrative network modeling reveals mechanisms underlying T cell exhaustion.

  PMID 32024856 · PMC7002445 · Scientific reports · 2020 · 8 claims · 7 setups

  Has reproduction · 59

  TCE arises from changes in diverse gene regulatory interactions across a shared network rather than dysregulation of a single gene

  cd8+ tce manual gene principal

• Identification of candidate prostate cancer genes through comparative expression-profiling of seminal vesicle.

  PMID 18500686 · PMC2516917 · The Prostate · 2008 · 8 claims · 5 setups

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  Identified 32 genes (38 cDNAs) with an expression pattern of highest levels in seminal vesicle, lower in normal prostate, and lowest in prostate cancer

  normal prostate microarray cdna cross-tissue gene

• 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

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  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

• Application of genomics to toxicology research.

  PMID 12634120 · PMC1241273 · Environmental health perspectives · 2002 · 8 claims · 3 setups

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  Toxic chemical exposures alter gene expression, producing a diagnostic transcriptional 'fingerprint' that can be matched against known toxicants to classify untested chemicals' toxic potential.

  yeast rodents rodent microarray proposed cross-species

• Given the complexity of the human genome, can 'personalised medicine' or 'individualised drug therapy' ever be achieved?

  PMID 19706359 · PMC3525196 · Human genomics · 2009 · 7 claims · 3 setups

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  The human genome is far too complex, given current understanding, for personalised medicine or individualised drug therapy to be realised in the near term

  populations genome genome-wide genome

• In silico promoters: modelling of cis-regulatory context facilitates target predictio.

  PMID 18505473 · PMC3823354 · Journal of cellular and molecular medicine · 2009 · 8 claims · 8 setups

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  An integrated 'profiling of transcriptional targets' (PTT) strategy by Freebern et al. identified IGF-1 as a co-modulator of immune cell function genes in mitogen/drug-activated T cells.

  serca2 rantes genes podocyte-associated literature-based promoter cross-referenced

• Searching for genes underlying behavior: lessons from circadian rhythms.

  PMID 18988844 · PMC3744585 · Science (New York, N.Y.) · 2008 · 8 claims · 5 setups

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  Forward genetic mutagenesis screens successfully identified the molecular components of the circadian clock across Drosophila, Neurospora, cyanobacteria, Arabidopsis, and mouse.

  c57bl genomic automated contextual psychostimulant-induced

• SiCmiR Atlas: Single-Cell miRNA Landscape Reveals Hub-miRNA and Network Signatures in Human Cancers.

  PMID 41691474 · PMC13042402 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  SiCmiR, a two-layer neural network, predicts mature miRNA expression profiles from only 977 LINCS L1000 landmark genes

  tcga k562 pancreatic acth-secreting paired bulk scrna-seq-based

• Translating genome sequences into biological understanding.

  PMID 12801409 · PMC193614 · Genome biology · 2003 · 8 claims · 7 setups

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  Gene-trap insertional mutagenesis in mouse ES cells (BayGenomics) generates a large resource of cell lines and knockout mice for studying gene expression patterns and function.

  embryonic transfectable drosophila computational gene-trap pooled cross-species

• An online database for brain disease research.

  PMID 16594998 · PMC1489945 · BMC genomics · 2006 · 7 claims · 5 setups

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  SMRIDB is a comprehensive web-based database integrating gene expression data and clinical metadata to aid understanding of the genetic effects of brain disease (bipolar disorder, schizophrenia, depression)

  postmortem individual disease studies microarray array gene-by-gene

• Combining evidence of preferential gene-tissue relationships from multiple sources.

  PMID 23950964 · PMC3741196 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 53

  A high-level integration approach combining three methods across four human microarray datasets, merged by consensus voting and a rule-based inner/total score, predicts preferentially expressed genes while reducing method- and study-specific bias.

  normal four microarray genes microarray computational bayes