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).

• Multi-context seeds enable fast and high-accuracy read mapping.

  PMID 41764549 · PMC13059148 · Genome biology · 2026 · 7 claims · 5 setups

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  Multi-context seeds (MCS) allow storage of seeds with different lengths in the same index structure by splitting hash bits among strobes, enabling full and partial matches

  simulated chm13 same sequence seed simulated

• 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

• Leveraging RNA-seq deconvolution to improve complex in vitro model characterization.

  PMID 40701251 · PMC12391696 · The Journal of biological chemistry · 2025 · 8 claims · 6 setups

  Has reproduction · 67

  RNA-seq deconvolution can predict cell type proportions from bulk RNA-seq using scRNA-seq references, offering a useful characterization tool for CIVMs where single-cell methods are impractical

  intestine rodent duodenal neonatal bulk scrna-seq marker

• A space-efficient and accurate method for mapping and aligning cDNA sequences onto genomic sequence.

  PMID 18344523 · PMC2377433 · Nucleic acids research · 2008 · 7 claims · 6 setups

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  Spaln maps and aligns large cDNA sequence sets onto whole mammalian genomes using substantially less memory than comparable existing tools

  unigene shuffled real genomes genome-wide alignment gene

• RNASEQR--a streamlined and accurate RNA-seq sequence analysis program.

  PMID 22199257 · PMC3315322 · Nucleic acids research · 2012 · 8 claims · 7 setups

  Has reproduction · 86

  RNASEQR is a new RNA-seq mapper/aligner that combines a BWT-based (Bowtie) transcriptomic/genomic alignment with hash-based BLAT local alignment in three sequential steps: transcriptome mapping, novel exon detection, and anchor-and-align novel splice junction identification.

  ccds glioblastoma experimental simulated simulated bulk quality

• FusionQ: a novel approach for gene fusion detection and quantification from paired-end RNA-Seq.

  PMID 23768108 · PMC3691734 · BMC bioinformatics · 2013 · 8 claims · 8 setups

  Has reproduction · 65

  FusionQ is a novel tool that detects gene fusions, constructs chimerical transcript structures, and estimates their abundances from paired-end RNA-Seq data.

  simulated four rna-seq randomly simulated paired-end read-mappability

• Robust and efficient annotation of cell states through gene signature scoring.

  PMID 41708334 · PMC12951948 · Genome research · 2026 · 8 claims · 8 setups

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  Established scoring methods (Seurat, SCANPY, UCell, JASMINE) fail to provide robust and comparable score distributions across diverse signatures and experimental conditions, precluding accurate unsupervised cell-state annotation.

  pbmc colorectal esophageal crc scrna-seq cross-implementation signature

• TEMP: a computational method for analyzing transposable element polymorphism in populations.

  PMID 24753423 · PMC4066757 · Nucleic acids research · 2014 · 8 claims · 8 setups

  Has reproduction · 61

  TEMP combines pair-end (discordant) read and split (soft-clipped) read information to identify both presence and absence of TE insertions in genomic DNA from heterogeneous/pooled samples.

  drosophila five four melanogaster simulated comparative whole-genome

• A Bayesian approach to accurate and robust signature detection on LINCS L1000 data.

  PMID 32003771 · PMC7203754 · Bioinformatics (Oxford, England) · 2020 · 7 claims · 4 setups

  Has reproduction · 37

  A novel Bayesian peak deconvolution algorithm gives unbiased likelihood estimations for peak locations and derives probability-based z-scores.

  lines simulated invariant l1000 l1000 simulated liss

• Enhanced Generalizability of RNA Secondary Structure Prediction via Convolutional Block Attention Network and Ensemble Learning.

  PMID 40871599 · PMC12388828 · Molecules (Basel, Switzerland) · 2025 · 8 claims · 8 setups

  Has reproduction · 87

  TrioFold integrates base-pairing clues from thermodynamic- and DL-based methods via ensemble learning and a convolutional block attention mechanism to enhance RSS prediction generalizability.

  testseta bprna-new ts-inter individual jaccard pca ensemble

• Optimal Dual RNA-Seq Mapping for Accurate Pathogen Detection in Complex Eukaryotic Hosts.

  PMID 39959292 · PMC11825298 · Bio-protocol · 2025 · 7 claims · 6 setups

  Has reproduction · 90

  Mapping adapter-trimmed reads first to the pathogen genome recovers more pathogen reads than the traditional host-first mapping approach.

  monocyte-derived raw same trimmed dual fastqc adapter

• Optimal scaling of digital transcriptomes.

  PMID 24223126 · PMC3819321 · PloS one · 2013 · 8 claims · 8 setups

  Has reproduction · 67

  Fifteen existing and novel transcript-count normalization algorithms can be compared with two novel, mutually independent metrics: the number of "uniform" genes (sufficiently low coefficient of variation after normalization) and low average Spearman correlation between normalized expression profiles of gene pairs.

  tissues bodymap mapped 16-sample bulk read transcript

• Consolidating the set of known human protein-protein interactions in preparation for large-scale mapping of the human interactome.

  PMID 15892868 · PMC1175952 · Genome biology · 2005 · 8 claims · 6 setups

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  Two quantitative benchmarks (functional-annotation-based and physical-interaction-based log likelihood ratio scores) can measure relative accuracy of human PPI datasets

  medline annotated interactions consolidated conditional co-citation bayesian

• The electrostatic profile of consecutive Cβ atoms applied to protein structure quality assessment.

  PMID 25506420 · PMC4257144 · F1000Research · 2013 · 8 claims · 8 setups

  Has reproduction · 42

  The EPD between Cβ atoms of consecutive residues provides unique signatures of amino acid pair types and can discriminate native from decoy protein structures.

  non-homologous same pisces structures finite-difference electrostatic sequence-distance

• PRESTO: rapid calculation of order statistic distributions and multiple-testing adjusted P-values via permutation for one and two-stage genetic association studies.

  PMID 18620604 · PMC2483288 · BMC bioinformatics · 2008 · 8 claims · 4 setups

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  PRESTO is an order of magnitude faster than other existing permutation testing software for genetic association studies.

  case-control same wtccc genome-wide benchmark stratified

• A comparative study of techniques for differential expression analysis on RNA-Seq data.

  PMID 25119138 · PMC4132098 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 58

  edgeR performs slightly better than DESeq and Cuffdiff2 in terms of the ability to uncover true positives.

  brain neurospheres lymphoblastoid simulation single-end paired-end rna-seq

• Bayesian transcriptome assembly.

  PMID 25367074 · PMC4397945 · Genome biology · 2014 · 8 claims · 8 setups

  Has reproduction · 68

  Bayesembler, a probabilistic transcriptome assembler built on a Bayesian model of the RNA sequencing process with Gibbs sampling over expressed candidates, abundances and read assignments, is introduced.

  k562 embryonic dendritic rna-seq simulated paired-end long-read

• Transposable elements are driving rapid adaptation of Enterococcus faecium.

  PMID 42020750 · PMC13216065 · Nature · 2026 · 8 claims · 8 setups

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  E. faecium has the highest IS density among ESKAPEE pathogens, dominated by replicative ISL3 family elements

  eskapee faecium ncbi single-hospital large-scale chromosome core

• Retentive Network promotes efficient RNA language modeling of long sequences.

  PMID 41814064 · PMC13111708 · Communications biology · 2026 · 8 claims · 6 setups

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  RNAret, a RetNet-based RNA language model with O(n) complexity, achieves training parallelism and low computational overhead while processing long RNA sequences

  million rnacentral mirtarraw rnastralign self-supervised t-sne mirna-mrna

• EpiXFormer: a cross-attention neural network for predicting cell type-specific transcription factor binding sites.

  PMID 41527854 · PMC12796812 · Briefings in bioinformatics · 2026 · 8 claims · 8 setups

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  EpiXFormer achieves high accuracy (mean AUROC ~0.99) predicting binding sites of both TFs and non-sequence-specific DBPs across 199 DBP-cell type pairs

  dbps tfs common ctcf deep comparative feature-ablation