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).

• GRIP-Lung: Generative Model of Response to Drug-Induced Perturbation in Lung Cancer.

  PMID 41977443 · PMC13072768 · International journal of molecular sciences · 2026 · 8 claims · 7 setups

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  GRIP-Lung, a GAN framework embedding cell-line identity and drug conditions, predicts drug-induced gene expression profiles in lung cancer cell lines

  lung nsclc a549 nci-60 bulk five-fold differential

• scATD: a high-throughput and interpretable framework for single-cell cancer drug resistance prediction and biomarker identification.

  PMID 40501071 · PMC12159290 · Briefings in bioinformatics · 2025 · 8 claims · 6 setups

  Has reproduction · 62

  scATD enables high-throughput single-cell drug sensitivity prediction for new patients without model parameter retraining via bidirectional Bi-AdaIN style transfer

  panglaodb cancer geo gse137829 single-cell bulk

• Clinical and genotypic findings in HIV-infected patients with the K65R mutation failing first-line antiretroviral therapy in Nigeria.

  PMID 19644383 · PMC2815152 · Journal of acquired immune deficiency syndromes (1999) · 2009 · 8 claims · 3 setups

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  K65R mutation is present in a substantial proportion (10.9%) of Nigerian patients failing first-line ART, including many with no prior tenofovir exposure

  plasma k65r-positive hiv-1 comparative clinical

• TiRank prioritizes phenotypic niches in tumor microenvironment for clinical biomarker discovery.

  PMID 41689080 · PMC12910759 · Genome medicine · 2026 · 7 claims · 4 setups

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  TiRank is a framework that integrates scRNA-seq, ST, and bulk transcriptomes using an REO-transformation module and multitask transfer learning to align data into a unified embedding space for prioritizing clinically relevant spatial niches

  benchmark pan-cancer gastric independent scrna-seq bulk spatial

• Proteomics and genomics: perspectives on drug and target discovery.

  PMID 18302945 · PMC2386992 · Current opinion in chemical biology · 2008 · 8 claims · 8 setups

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  Protein kinases account for approximately 25% of research and development projects in biotechnology and pharma

  proteins blood carbohydrate medicinal x-ray microarrays glycan

• 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

• QuasiFlow: a Nextflow pipeline for analysis of NGS-based HIV-1 drug resistance data.

  PMID 36699347 · PMC9722223 · Bioinformatics advances · 2022 · 6 claims · 8 setups

  Has reproduction · 78

  QuasiFlow is a Nextflow pipeline that runs entirely locally via command-line tools and a local HIVdb database copy to analyze NGS-based HIV-1 drug resistance testing data.

  hiv-1 same paired-end reads ngs-based concordance read

• Comprehensive analysis of peroxisome proliferator-activated receptors to predict the drug resistance, immune microenvironment, and prognosis in stomach adenocarcinomas.

  PMID 38529307 · PMC10962337 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 58

  PPARA, PPARD and PPARG are more abnormally expressed in STAD samples and cell lines compared to most of 32 cancer types in TCGA

  cancer tcga-stad stomach ges1 rna-seq pearson gsva

• GenTB: A user-friendly genome-based predictor for tuberculosis resistance powered by machine learning.

  PMID 34461978 · PMC8407037 · Genome medicine · 2021 · 8 claims · 6 setups

  Has reproduction · 78

  GenTB is a free, open, web-based application offering two ML predictors (Random Forest and WDNN) that predict resistance to 13 and 10 anti-TB drugs, respectively.

  clinical tuberculosis registered whole-genome targeted retraining

• In B-CLL, the codon 72 polymorphic variants of p53 are not related to drug resistance and disease prognosis.

  PMID 16109171 · PMC1208864 · BMC cancer · 2005 · 7 claims · 5 setups

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  The p53 codon 72 polymorphism is not associated with drug resistance or overall survival in B-CLL

  peripheral fresh b-cll sscp-pcr disc kaplan-meier

• DNA bar coding and pyrosequencing to identify rare HIV drug resistance mutations.

  PMID 17576693 · PMC1934997 · Nucleic acids research · 2007 · 6 claims · 7 setups

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  DNA bar coding combined with pyrosequencing allows parallel, deep characterization of drug resistance mutations across many HIV populations in a single experiment

  hiv pooled plasma pyrosequencing conventional rt-pcr

• Structure of protein interaction networks and their implications on drug design.

  PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups

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  Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.

  budding pin yeast protein-protein graph-theoretic gene

• A genomic approach to improve prognosis and predict therapeutic response in chronic lymphocytic leukemia.

  PMID 19861443 · PMC2783430 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 8 setups

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  A genomic signature derived from CLL patient leukemic cells significantly differentiates stable from progressive disease

  duke nci-60 mayo spanish gene cdna igvh

• Small molecule splicing modulators that disrupt O-GlcNAc homeostasis.

  PMID 41526361 · PMC12894984 · Nature communications · 2026 · 8 claims · 7 setups

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  Kinase inhibitors GSK690693 and Y-33075 act as splicing modulators that disrupt O-GlcNAc homeostasis by simultaneously downregulating both OGT and OGA

  hct116 recombinant hek293t high-content western udp-glo

• DAGFormer: A graph-based domain adaptation approach for single-cell cancer drug response prediction.

  PMID 41417875 · PMC12795466 · PLoS computational biology · 2025 · 7 claims · 5 setups

  Has reproduction

  DAGFormer constructs cellular neighbor graphs using diverse topological strategies to represent intercellular interactions for drug response prediction

  pan-cancer jhu006 scc47 pc9 bulk scrna-seq

• Zebrafish functional xenograft vasculature platform identifies PF-502 as a durable vasculature normalization drug.

  PMID 37680473 · PMC10480778 · iScience · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  The zebrafish functional xenograft vasculature platform (zFXVP) enables visualization and quantification of structurally and functionally realistic tumor vasculature formation.

  zebrafish endothelial tumor fluorescence edu dextran-tomato

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• Fingerprinting cancer development.

  PMID 14694892 · PMC1241638 · Environmental health perspectives · 2003 · 8 claims · 6 setups

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  Protein microarrays can detect phosphoprotein fingerprints that identify early-stage cancer or monitor drug toxicity.

  prostate blood model genes microarray proteomic gene

• SuperCYP: a comprehensive database on Cytochrome P450 enzymes including a tool for analysis of CYP-drug interactions.

  PMID 19934256 · PMC2808967 · Nucleic acids research · 2010 · 8 claims · 6 setups

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  SuperCYP is a comprehensive relational database aggregating CYP enzyme, drug metabolism, SNP/mutation, and structural information from literature and web resources.

  scientific pubmed cyp-drug cyp text mutation manual

• Integrating human plasma proteomes with genome-wide association data implicates novel proteins and drug targets for rheumatoid arthritis.

  PMID 41540382 · PMC12892679 · Clinical proteomics · 2026 · 8 claims · 8 setups

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  PWAS integrating RA GWAS with ARIC and INTERVAL plasma pQTL data identified 35 genetically regulated proteins (42 associations) significantly associated with RA risk.

  plasma shared gtex blood proteome-wide two-sample bayesian