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-modal skin atlas identifies a multicellular immune-stromal community associated with disrupted cornification and specific T cell expansion in atopic dermatitis.

  PMID 41741455 · PMC13057205 · Nature communications · 2026 · 8 claims · 8 setups

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  Generated a multi-modal single-cell atlas of 280,518 cells from 27 samples/17 adults (healthy, AD non-lesional/lesional, scleroderma), integrated with 430,186 cells from four prior studies into a 710,704-cell human skin atlas with 86 annotated granular cell subsets.

  skin healthy keratinocytes re-annotated droplet-based scrna-seq bulk

• Predicting enhancer-gene links from single-cell multi-omics data by integrating prior Hi-C information.

  PMID 42100854 · PMC13229940 · Nucleic acids research · 2026 · 8 claims · 6 setups

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  SCEG-HiC, a weighted graphical lasso (wglasso) method, predicts enhancer-gene links from single-cell multi-omics data by integrating bulk average Hi-C as a prior penalty matrix

  specified covid-19 scatac scatac-seq bulk

• Prior-guided factorization for reliable imputation of scRNA-seq data.

  PMID 41860953 · PMC13004523 · PLoS computational biology · 2026 · 8 claims · 8 setups

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  scZN models scRNA-seq counts as a mixture of a two-state (Gamma-Poisson/negative binomial) transcriptional bursting process and dropout, formalized via a zero-inflated negative binomial (ZINB) and solved as constrained nonnegative matrix factorization into a cell-to-cell-type assignment matrix and a cell-type expression matrix

  ercc real randomly brain scrna-seq cell-cycle k-nn

• TDAGENE: Inference of Gene Regulatory Network Based on Topological Data Analysis and Graph Attention Network for Single-Cell RNA Sequencing Data.

  PMID 42093817 · PMC13139726 · Computational and structural biotechnology journal · 2026 · 7 claims · 5 setups

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  TDAGENE combines TDA features with a multilayer GAT via gate-controlled fusion to improve GRN inference accuracy

  scrna-seq gene string chip-seq grn persistent prior

• A unique malignant cell type per patient tumor encoded in each cancer cell transcriptome.

  PMID 41884004 · PMC13010111 · iScience · 2026 · 8 claims · 8 setups

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  Malignant cells cluster predominantly by tumor of origin, while non-malignant cells from the same tumors cluster by cell type independent of patient

  malignant non-malignant ovarian normal scrna-seq alternative paired

• Estimating sparse regression models in multi-task learning and transfer learning through adaptive penalisation.

  PMID 40674582 · PMC12502914 · Bioinformatics (Oxford, England) · 2025 · 8 claims · 3 setups

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  A two-stage procedure using feature-specific and sign-specific adaptive weights shares information on feature selection, effect direction, and effect size between related regression problems.

  simulated multi-task penalised adaptive hyperparameter

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• maxATAC: Genome-scale transcription-factor binding prediction from ATAC-seq with deep neural networks.

  PMID 36719906 · PMC9917285 · PLoS computational biology · 2023 · 8 claims · 6 setups

  Has reproduction · 98

  maxATAC is a suite of deep neural network models enabling state-of-the-art, genome-scale TFBS prediction from ATAC-seq, with models for 127 human transcription factors

  lines hepg2 types single chip-seq omni-atac-seq atac-seq

• Proteomic-based identification of maternal proteins in mature mouse oocytes.

  PMID 19646285 · PMC2730056 · BMC genomics · 2009 · 8 claims · 6 setups

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  625 different proteins were identified from 2700 zona pellucida-free mature mouse MII oocytes, the largest oocyte proteome catalog to date

  mature mii identified tissues sds-page acid gene

• SenSet defines cell-type specific senescence signatures in the aged human lung.

  PMID 41963555 · PMC13187336 · The EMBO journal · 2026 · 8 claims · 4 setups

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  SenSet comprises 106 genes identified by covariate-shift-aware positive-unlabeled (PUc) learning applied across single cells from the Human Lung Cell Atlas (HLCA)

  lung replicative hlca single-cell gene targeted

• AutoGERN: single-cell RNA-seq gene regulatory network inference via explicit link modeling and adaptive architectures.

  PMID 41871930 · PMC13064981 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 3 setups

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  AutoGERN explicitly models regulatory information in the message-passing space via learned link (edge) embeddings, which are scored by a lightweight MLP to infer TF–target interactions.

  seven same scrna-seq-based chip-seq cold-start

• Automatic discovery of 100-miRNA signature for cancer classification using ensemble feature selection.

  PMID 31533612 · PMC6751684 · BMC bioinformatics · 2019 · 8 claims · 6 setups

  Has reproduction · 69

  An ensemble feature selection strategy using consensus of feature relevance across 8 classifier types identifies a 100-miRNA signature from a 1046-feature TCGA dataset

  tcga geo mirnas mirna feature bibliographic

• Population carrier frequency of hMSH2 and hMLH1 mutations.

  PMID 11104559 · PMC2363440 · British journal of cancer · 2000 · 6 claims · 6 setups

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  Population carrier frequency of hMSH2/hMLH1 mutations in people aged 15-74 years is estimated at 1:3139 (95% CI 1:1247-1:7626)

  peripheral scottish finnish baltimore cdna pedigree systematic

• Absence of the TAP2 human recombination hotspot in chimpanzees.

  PMID 15208713 · PMC423135 · PLoS biology · 2004 · 6 claims · 7 setups

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  The human TAP2 recombination hotspot is absent from the homologous region in western chimpanzees.

  western haplotype males simulated resequencing ld-based sperm

• The human urinary proteome contains more than 1500 proteins, including a large proportion of membrane proteins.

  PMID 16948836 · PMC1794545 · Genome biology · 2006 · 8 claims · 6 setups

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  Identified 1543 proteins in urine from ten healthy donors while essentially eliminating false-positive identifications

  urine pooled urinary identified sds-page albumin decoy

• "Reverse ecology" and the power of population genomics.

  PMID 18752601 · PMC2626434 · Evolution; international journal of organic evolution · 2008 · 8 claims · 7 setups

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  Population genomic data can be used to rapidly identify genes targeted by adaptive natural selection, an approach termed 'reverse ecology'.

  cerevisiae melanogaster sapiens simulans likelihood mcdonald-kreitman mkprf

• High accuracy mass spectrometry analysis as a tool to verify and improve gene annotation using Mycobacterium tuberculosis as an example.

  PMID 18597682 · PMC2483986 · BMC genomics · 2008 · 8 claims · 5 setups

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  High-accuracy MS proteomics (LTQ-Orbitrap) can be used to verify and improve gene annotation by identifying peptides specific to one of two competing annotation datasets.

  tuberculosis sanger spectra lc-ms sds-page signal

• Heterogeneous genomic molecular clocks in primates.

  PMID 17029560 · PMC1592237 · PLoS genetics · 2006 · 7 claims · 7 setups

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  Non-CpG site substitutions show clear generation-time dependency, consistent with a replication-error origin

  baboon chimpanzee same human-chimpanzee relative phylogenetic four-species

• A comparison of random sequence reads versus 16S rDNA sequences for estimating the biodiversity of a metagenomic library.

  PMID 18682527 · PMC2532719 · Nucleic acids research · 2008 · 8 claims · 7 setups

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  Biodiversity observed by RSR analysis is consistent with that obtained by 16S rDNA analysis

  faecal rsr 16s sargasso shotgun blastn-based 16s

• Genome-wide association studies of MRI-defined brain infarcts: meta-analysis from the CHARGE Consortium.

  PMID 20044523 · PMC2923092 · Stroke · 2010 · 8 claims · 6 setups

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  SNP rs2208454 in intron 3 of MACROD2 (near FLRT3, chr20p12) is associated with lower risk of covert MRI-infarcts (OR=0.76, p=4.64x10-7)

  stroke-free elderly african-american cardiovascular genome-wide direct expression