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).

• Expoldb: expression linked polymorphism database with inbuilt tools for analysis of expression and simple repeats.

  PMID 17038195 · PMC1618849 · BMC genomics · 2006 · 8 claims · 6 setups

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  EXPOLDB is a novel database integrating human gene expression variability data (including monozygotic twin comparisons) with (TG/CA)n repeat polymorphism information

  blood genomic genes housekeeping microarray repeat est-based

• MEDUSA: A Pipeline for Sensitive Taxonomic Classification and Flexible Functional Annotation of Metagenomic Shotgun Sequences.

  PMID 35330728 · PMC8940201 · Frontiers in genetics · 2022 · 7 claims · 6 setups

  Has reproduction · 50

  MEDUSA correctly identifies more species than MEGAN 6 CE, especially less abundant species.

  bovine simulated cami datasets read host-sequence metagenome

• 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

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

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

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  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

• An artificial intelligence optimized hepatic differentiation unveils NR5A2 and AP-1 transcriptional regulation in hepatic maturation.

  PMID 41962865 · PMC13185932 · The Journal of biological chemistry · 2026 · 7 claims · 8 setups

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  A CNN-based AI algorithm trained on bright-field images of hepatic progenitor cells (HPCs) accurately predicts successful vs. failed differentiation without immunostaining or lineage tracing

  hpsc-derived hlcs cnn-based qpcr flow

• COVID-19 lung disease shares driver AT2 cytopathic features with Idiopathic pulmonary fibrosis.

  PMID 35870428 · PMC9297827 · EBioMedicine · 2022 · 8 claims · 8 setups

  Has reproduction · 85

  COVID-19 lung disease resembles IPF at a fundamental level, recapitulating ViP/IPF gene expression patterns, an IL15-centric cytokine storm, and AT2 cytopathic changes (injury, DNA damage, transient progenitor-state arrest, senescence/SASP).

  lung covid-19 interaction pre-clinical composite single-cell kaplan-meier

• Predicting FOX gene candidates for oxic nitrogen fixation using multi-omic machine learning and comparative bioinformatics.

  PMID 41764348 · PMC13056922 · Scientific reports · 2026 · 8 claims · 6 setups

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  Random Forest, XGBoost, and logistic regression classifiers can meaningfully differentiate literature-validated FOX genes from conserved non-essential genes, with Random Forest achieving the best ROC-AUC (~0.80)

  anabaena diazotrophic gene-level trained bulk quantitative transcription-start-site-derived

• Geometry-aware graph attention networks to explain single-cell chromatin states and gene expression with SEAGALL.

  PMID 42026624 · PMC13238118 · Genome biology · 2026 · 8 claims · 6 setups

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  SEAGALL combines a geometry-regularised autoencoder (GRAE) to embed cells and build a cell-cell graph with a graph attention network (GAT) classifier and GNNExplainer-based XAI to identify features driving cell type/phenotype.

  count same scchip-seq ten count latent classification

• Scalable Prediction of Acute Myeloid Leukemia Using High-Dimensional Machine Learning and Blood Transcriptomics.

  PMID 31918046 · PMC6992905 · iScience · 2020 · 8 claims · 8 setups

  Has reproduction · 96

  Assembled the largest reference blood gene expression profiling (GEP) dataset for AML to date: 12,029 samples from 105 studies across three platforms.

  peripheral datasets hg-u133 disjoint bulk machine deep

• ConNIS and labeling instability: New statistical methods for improving the detection of essential genes in TraDIS libraries.

  PMID 41790830 · PMC12991369 · PLoS computational biology · 2026 · 7 claims · 4 setups

  Has reproduction · 83

  ConNIS provides an analytic probability distribution for the length of the longest insertion-free sequence within a gene, given gene length and expected insertion count.

  synthetic four real tradis simulation semi-synthetic real-world

• Long-read nanopore shotgun metagenomic DNA sequencing for river biodiversity, wildlife, pollution, and environmental health monitoring.

  PMID 42038409 · PMC13107125 · NAR genomics and bioinformatics · 2026 · 7 claims · 7 setups

  Has reproduction · 78

  Long-read shotgun metagenomic sequencing of eDNA can simultaneously detect and quantify organismal DNA from viruses to mammals in a single assay

  river edna extracted raw edna concentration quantitative

• The Genographic Project public participation mitochondrial DNA database.

  PMID 17604454 · PMC1904368 · PLoS genetics · 2007 · 7 claims · 4 setups

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  The Genographic Project created the largest standardized human mtDNA database to date, comprising 78,590 genotypes from the first 18 months of public participation.

  buccal reference entire direct coding-region leave-one-out

• Radiogenomics predicts immune microenvironment heterogeneity and response to combination immunotherapy in hepatocellular carcinoma.

  PMID 41555384 · PMC12895822 · Journal of translational medicine · 2026 · 8 claims · 8 setups

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  A parsimonious 2-gene immune-related signature (IRS = 0.425×KPNA2 + 0.302×SMG5) is significantly associated with immune heterogeneity and response to ICI plus anti-angiogenic combination therapy in HCC

  hcc gse202642 paired hcc-derived bulk single-cell immunohistochemistry

• 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

• Have microarrays failed to deliver for developmental biology?

  PMID 12225576 · PMC139405 · Genome biology · 2002 · 8 claims · 8 setups

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  Despite predictions that microarrays would transform biology, very few published developmental biology microarray studies have generated novel insights.

  drosophila caenorhabditis developing xenopus cdna genome-wide microarray

• Social and ethical implications of genomics, race, ethnicity, and health inequities.

  PMID 19000599 · PMC2892396 · Seminars in oncology nursing · 2008 · 8 claims · 5 setups

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  Race and ethnicity are increasingly viewed as genetic surrogates for predicting disease risk and treatment response, though directly assessing genomic and environmental factors is more accurate.

  population prostate non-small-cell breast genome-wide gene somatic

• Multilocus analysis of SNP and metabolic data within a given pathway.

  PMID 16412218 · PMC1382210 · BMC genomics · 2006 · 8 claims · 7 setups

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  The combinatorial partitioning method (CPM) with optimal thresholds can identify SNPs associated with quantitative metabolite levels rather than only categorical traits.

  healthy plasma genomic chi-square combinatorial leave-one-out

• TreeFam: a curated database of phylogenetic trees of animal gene families.

  PMID 16381935 · PMC1347480 · Nucleic acids research · 2006 · 7 claims · 6 setups

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  Tree-based inference of orthologs and paralogs is more robust than BLAST-based methods because evolutionary rates (and thus pairwise BLAST scores) vary across gene family members

  sequences animal treefam-b lamin phylogenetic homology sequence

• Comparative sequence analysis of leucine-rich repeats (LRRs) within vertebrate toll-like receptors.

  PMID 17517123 · PMC1899181 · BMC genomics · 2007 · 8 claims · 4 setups

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  A new method combining known LRR structures, multiple sequence alignment, and secondary structure prediction identifies and aligns LRRs in TLRs more accurately than PFAM/InterPro/SMART

  tlrs lrr-containing tlr2 mammalian comparative structural secondary

• Strategies for folding of affinity tagged proteins using GroEL and osmolytes.

  PMID 19082872 · PMC3693453 · Journal of structural and functional genomics · 2009 · 8 claims · 8 setups

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  GroEL/osmolyte mixtures can be used to refold difficult-to-fold chimeric affinity-tagged proteins by exploiting intrinsic chaperonin binding.

  coli sds-page glutathione pepck-gst sds-page maldi-tof native