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).

• A Statistical Framework for Measuring Reproducibility and Replicability of High-Throughput Experiments From Multiple Sources.

  PMID 41636474 · PMC12871010 · Statistics in medicine · 2026 · 8 claims · 3 setups

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  nestedIDR, a nested copula mixture model, extends the IDR framework to multi-lab studies by jointly modeling within-lab reproducibility and between-lab replicability

  simulated encode seqc simulation chip-seq rna-seq

• On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve.

  PMID 18076765 · PMC2211327 · BMC bioinformatics · 2007 · 8 claims · 4 setups

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  The TGDR-AUC algorithm regularizes the empirical AUC by replacing the non-differentiable 0-1 loss with a smooth sigmoid surrogate function and applies constrained threshold gradient descent regularization

  simulated serum preprocessed simulation mass high-resolution

• Ultra high throughput sequencing excludes MDH1 as candidate gene for RP28-linked retinitis pigmentosa.

  PMID 20011630 · PMC2790479 · Molecular vision · 2009 · 8 claims · 5 setups

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  MDH1 is not the causative gene for RP28-linked autosomal recessive retinitis pigmentosa

  genomic lr-pcr uhts v-4 long-range ultra sanger

• Quality control method for RNA-seq using single nucleotide polymorphism allele frequency.

  PMID 25243705 · PMC4231238 · Genes to cells : devoted to molecular & cellular mechanisms · 2014 · 8 claims · 8 setups

  Has reproduction · 50

  SNP allele frequency distributions from RNA-seq reads can detect contaminating cells whose genomic background differs from the target cells; the mode of the distribution reflects the cellular composition while its variance reflects PCR bias.

  mathematical escs pure stap simulation rna-seq contamination

• IFDlong: a model-based isoform and fusion detector for accurate annotation and quantification of long-read RNA-seq data.

  PMID 41851882 · PMC13113378 · Genome biology · 2026 · 8 claims · 2 setups

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  IFDlong is the only tool that can discover fusion transcripts at isoform resolution

  in-silico type long-read computational

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• Revealing the critical state and identifying individualized dynamic network biomarker for type 2 diabetes through advanced analysis methods on individual basis.

  PMID 39890881 · PMC11785715 · Scientific reports · 2025 · 8 claims · 5 setups

  Has reproduction · 75

  sJSD, NIG, and TNFE methods can detect critical states/tipping points before disease deterioration using only a single sample

  simulated adipose gastrocnemius dnb numerical microarray protein-protein

• Direct maximum parsimony phylogeny reconstruction from genotype data.

  PMID 18053244 · PMC2222657 · BMC bioinformatics · 2007 · 6 claims · 4 setups

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  The paper presents the first practical method for computing maximum parsimony phylogenies directly from genotype data, using integer linear programming.

  simulated mitochondrial lipoprotein coalescent maximum sliding-window

• A statistical model to identify differentially expressed proteins in 2D PAGE gels.

  PMID 19763172 · PMC2734266 · PLoS computational biology · 2009 · 7 claims · 5 setups

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  A mixture likelihood model incorporating both detected and non-detected proteins has higher statistical power to detect differential expression than standard approaches like the Student's t-test.

  plasma simulated page simulated

• Discovery and characterization of gene-by-environment and epistatic genetic effects in a vertebrate model.

  PMID 41672067 · PMC13174225 · Cell genomics · 2026 · 7 claims · 7 setups

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  A segregation analysis in an F2 medaka cross identified 16 QTLs linked to embryonic heart rate variation across temperatures

  mikk medaka discovered informed high-throughput heart shallow

• CellPolaris: Transfer Learning for Gene Regulatory Network Construction to Guide Cell State Transitions.

  PMID 41498638 · PMC12948241 · Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026 · 8 claims · 8 setups

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  CellPolaris is a unified computational framework performing TF-centered GRN construction, master TF identification, and TF perturbation simulation

  bulk previously round paired transfer-learning cross-species

• Massively parallel genomic perturbations with multi-target CRISPR interrogates Cas9 activity and DNA repair at endogenous sites.

  PMID 36064968 · PMC9481459 · Nature cell biology · 2022 · 8 claims · 6 setups

  Has reproduction · 98

  Multi-target gRNAs (mgRNAs) can direct Cas9 to over a hundred well-mapped endogenous genomic sites simultaneously, enabling massively parallel, high-throughput interrogation of Cas9 activity via short-read sequencing

  hg38 hela hek293t induced genome-wide high-throughput chip-seq

• OSeMOSYS Global, an open-source, open data global electricity system model generator.

  PMID 36241673 · PMC9568605 · Scientific data · 2022 · 8 claims · 5 setups

  Has reproduction · 80

  OSeMOSYS Global is an open-source, open-data global electricity system model generator built on the OSeMOSYS framework

  india bangladesh world spain osemosys

• A restricted spectrum of NRAS mutations causes Noonan syndrome.

  PMID 19966803 · PMC3118669 · Nature genetics · 2010 · 8 claims · 6 setups

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  Germline NRAS mutations (T50I, G60E) cause a subset of Noonan syndrome cases via enhanced MAPK activation

  cohort cos-7 recombinant nras mutation western ras

• Quantitative serum proteomics using dual stable isotope coding and nano LC-MS/MSMS.

  PMID 19817497 · PMC4684172 · Journal of proteome research · 2009 · 7 claims · 6 setups

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  DSIC labeling achieves high efficiency: 100% for Cysteine (acrylamide) and 98% for Lysine (succinic anhydride)

  standard dsic-labeled immunodepleted serum labeling quantitative in-solution

• Assessment of genotyping array performance for genome-wide association studies and imputation in African cattle.

  PMID 36057548 · PMC9441065 · Genetics, selection, evolution : GSE · 2022 · 8 claims · 6 setups

  Has reproduction · 90

  Commercially available genotyping arrays are not effective at capturing variants that segregate among African indicine cattle compared to African and European taurine cattle.

  wgs european global array whole-genome array-vs-wgs masked-genotype

• Extensive tissue-specific expression variation and novel regulators underlying circadian behavior.

  PMID 33514540 · PMC7846174 · Science advances · 2021 · 8 claims · 8 setups

  Has reproduction · 63

  >700 tissue-specific transcriptomes generated from w1118 and 141 DGRP Drosophila lines, forming a circadian gene expression atlas

  w1118 dgrp drosophila dgrp-796 bulk high uas-rnai

• Detecting transcriptionally active regions using genomic tiling arrays.

  PMID 16859498 · PMC1779562 · Genome biology · 2006 · 8 claims · 4 setups

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  A non-parametric method (TranscriptionDetector) integrates single-channel p-values from multiple replicate arrays into a multi-channel p-value (MCPV) to identify transcribed probed loci without assumptions about intensity distributions.

  anopheles chromosomes simulated genomic high-density sequence-based

• G-quadruplexes: the beginning and end of UTRs.

  PMID 18832370 · PMC2577360 · Nucleic acids research · 2008 · 8 claims · 5 setups

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  UTRs show significant strand asymmetry with C-PQS more common than G-PQS, consistent with general depletion of G-quadruplex-forming RNA

  genome 5'-utr simulated protein-coding computational high-resolution utr

• RNA-Seq alignment to individualized genomes improves transcript abundance estimates in multiparent populations.

  PMID 25236449 · PMC4174954 · Genetics · 2014 · 8 claims · 7 setups

  Has reproduction · 50

  Genetic variants distinguishing an individual genome from the reference cause read misalignment and biased transcript abundance estimates, and fine-tuning of alignment algorithms does not correct this problem.

  liver genomic cast simulated bulk high-density rna-seq