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).

• Directing stem cell differentiation by chromatin state approximation.

  PMID 41734818 · PMC12956330 · Nucleic acids research · 2026 · 8 claims · 8 setups

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  Greedy selection of culture conditions by chromatin (ATAC-seq) distance to target is a viable optimisation strategy for differentiation protocols

  cd34+ cd34+-derived erythroid bone atac-seq flow rt-qpcr

• Swarm intelligence based wavelet coefficient feature selection for mass spectral classification: an application to proteomics data.

  PMID 19733729 · PMC2748225 · Analytica chimica acta · 2009 · 8 claims · 4 setups

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  ACA-based wavelet coefficient feature selection can achieve up to 100% classification accuracy on training, validating, and independent testing sets using only 5 selected features.

  blood baseline-corrected 953-dimensional training seldi-tof wavelet ant

• Early life-stage thermal resilience is determined by climate-linked regulatory variation.

  PMID 41505517 · PMC12799179 · Proceedings of the National Academy of Sciences of the United States of America · 2026 · 8 claims · 8 setups

  Has reproduction · 64

  Embryonic heat tolerance in D. melanogaster is determined by climate-linked regulatory genetic variation at loci on chromosomes 2R and X

  melanogaster simulated synthetic wild-collected heat-shock pool-seq drift-only

• Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.

  PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups

  Has reproduction · 59

  The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance

  merged gse45827 superior differential feature comparative

• Signatures of Innovation and Selection in the Extremotolerant Yeast Kluyveromyces marxianus.

  PMID 41874284 · PMC13011806 · Genome biology and evolution · 2026 · 8 claims · 9 setups

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  K. marxianus shows a unique stress-resistance syndrome (heat, ethanol, caffeine, propidium iodide, MMS) relative to other Kluyveromyces species

  kluyveromyces marxianus one-to-one liquid heat-shock stress

• CRISPR screens in the context of immune selection identify CHD1 and MAP3K7 as mediators of cancer immunotherapy resistance.

  PMID 41564866 · PMC12866162 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  CHD1 and MAP3K7 loss additively sensitizes cancer cells to IFN-γ-induced death

  a375 crc-9 ht-29 vcap whole-genome autologous incucyte

• Genome wide identification of recessive cancer genes by combinatorial mutation analysis.

  PMID 18846217 · PMC2557123 · PloS one · 2008 · 7 claims · 4 setups

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  A combinatorial mutation analysis identified 154 candidate recessive cancer genes (pRecessiveCancer<1.5x10-7, FDR=0.39)

  refseq tp53 tumor 154-gene est paired array

• Rapid detection of genomic imbalances using micro-arrays consisting of pooled BACs covering all human chromosome arms.

  PMID 16221972 · PMC1253841 · Nucleic acids research · 2005 · 8 claims · 6 setups

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  Reducing array complexity by pooling five BACs per spot (covering a chromosome arm) increases robustness to amplification-related ratio variation compared with single-BAC spotting

  normal aneuploid same genomiphi-amplified array-cgh

• A comprehensive toolkit for analyzing cell-free DNA genomic sequencing data in liquid biopsy.

  PMID 42111187 · PMC13157187 · iScience · 2026 · 8 claims · 8 setups

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  cfDNAanalyzer integrates feature extraction, feature processing/selection, and machine learning model building into a single one-command-line toolkit for cfDNA genomic sequencing data

  balanced breast healthy multi-cancer cfdna machine computational

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• Integration of Transcriptomics With Interpretable Artificial Intelligence for Identifying Molecular Signatures of Physiological Stress in Sleep Deprivation.

  PMID 42216239 · PMC13240488 · Journal of cellular and molecular medicine · 2026 · 8 claims · 7 setups

  Has reproduction · 49

  S100A3 shows consistent discriminatory performance across the training cohort, an independent sleep deprivation cohort, and a chronic insomnia cohort

  blood degs bulk single-gene gene

• Integrative Transcriptomic and Evolutionary Analysis of Drought and Heat Stress Responses in Solanum tuberosum and Solanum lycopersicum.

  PMID 41470732 · PMC12736803 · Plants (Basel, Switzerland) · 2025 · 7 claims · 8 setups

  Has reproduction · 84

  Drought and heat stress induce coordinated transcriptional reprogramming in potato and tomato: induction of molecular chaperone activity, oxidative stress responses, and immune signaling, with repression of photosynthetic and primary metabolic pathways reflecting energy reallocation.

  solanum bulk term novo

• Deep-learning prediction of gene expression from personal genomes.

  PMID 41495833 · PMC12869966 · Genome biology · 2026 · 8 claims · 8 setups

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  Fine-tuning Enformer on paired personal WGS and RNA-seq data (Variformer) corrects Enformer's failure to predict inter-individual gene expression differences across held-out people.

  gtex rosmap same monocyte paired mutagenesis chromhmm

• Development of a split-toxin CRISPR screening platform to systematically identify regulators of human myoblast fusion.

  PMID 41540035 · PMC12808753 · Nature communications · 2026 · 8 claims · 7 setups

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  A CRISPR screening platform combining human myoblast models, a custom muscle-targeted gRNA library (MyoCRISPR-KO Lib), and a split-toxin selection system enables quantitative enrichment of fusion-defective myocytes.

  myoblasts myoblast time-course immunostaining gene

• Multi-omics integration and machine learning reveal gut-immune signatures in idiopathic pulmonary fibrosis: insights from bulk RNA-seq, single-cell profiles, spatial transcriptomics, and experimental validation.

  PMID 41939867 · PMC13043422 · Frontiers in immunology · 2026 · 7 claims · 8 setups

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  CXCL13, IL33, TLR4, and IGF1 are core IPF genes consistently linked to immune infiltration and fibrotic remodeling across bulk, single-cell, spatial, and blood multi-omics data

  lung candidate bulk normalized bulk ppi machine

• Integrative bioinformatics and artificial intelligence analyses of transcriptomics data identified genes associated with major depressive disorders including NRG1.

  PMID 37583471 · PMC10423927 · Neurobiology of stress · 2023 · 7 claims · 5 setups

  Has reproduction · 66

  Differentially expressed genes in MDD patients are enriched in immune response, inflammatory response, neurodegeneration, and cerebellar atrophy pathways.

  blood transcriptomic postmortem saliva gsea machine differential

• Identification of new ETV6 modulators through a high-throughput functional screening.

  PMID 35198911 · PMC8851229 · iScience · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  A genome-wide shRNA screen in an engineered ETV6-dependent Blasticidin-sensitive pre-B ALL cell line can identify modulators of ETV6 repressive transcriptional activity

  reh genome-wide qrt-pcr chip-seq

• Directionality of point mutation and 5-methylcytosine deamination rates in the chimpanzee genome.

  PMID 17166280 · PMC1764022 · BMC genomics · 2006 · 8 claims · 6 setups

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  C→T (G→A) changes occur most frequently among nucleotide substitutions in the chimpanzee genome

  chimpanzee intergenic genome-wide chi-square nucleotide-content

• Functional restoration of BRCA2 protein by secondary BRCA2 mutations in BRCA2-mutated ovarian carcinoma.

  PMID 19654294 · PMC2754824 · Cancer research · 2009 · 8 claims · 7 setups

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  Secondary BRCA2 mutations restore BRCA2 protein/reading frame and thereby cause acquired platinum and PARP inhibitor resistance in BRCA2-mutated ovarian carcinoma

  ovarian peo1 v-c8-dr-gfp western brca2 crystal

• Oxidative stress-associated genes TPPP3 and VEGFA in COPD revealed by bulk and single-cell sequencing analysis.

  PMID 41620539 · PMC12916760 · Scientific reports · 2026 · 8 claims · 9 setups

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  76 overlapping genes were identified between COPD-associated DEGs and oxidative stress-related genes.

  lung genecards differentially bronchial bulk database functional