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).

• Heterogeneity and Differentiation Trajectories of Infiltrating CD8+ T Cells in Lung Adenocarcinoma.

  PMID 36358600 · PMC9658355 · Cancers · 2022 · 7 claims · 8 setups

  Has reproduction · 67

  Infiltrating CD8+ T cells in LUAD can be divided into ten transcriptionally distinct subsets: eight cytotoxic (CTL) subsets, one naive-like (NTL) subset, and one exhausted (ETL) subset.

  luad tcga cd8+ degs single-cell cibersort survival

• SurvConvMixer: robust and interpretable cancer survival prediction based on ConvMixer using pathway-level gene expression images.

  PMID 38539106 · PMC10967213 · BMC bioinformatics · 2024 · 7 claims · 6 setups

  Has reproduction · 77

  SurvConvMixer reformats KEGG Pathways-in-Cancer gene expression values into pathway-level 2D gene expression images and applies a ConvMixer-based model for overall survival prediction

  luad lung bulk gene machine

• Indirect genomic effects on survival from gene expression data.

  PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups

  Full-text index only

  A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.

  dutch uppsala dlbcl gene gene literature permutation

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

  Full-text index only

  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 7 claims · 4 setups

  Has reproduction · 32

  A panel of 22 genetic features with Naïve Bayes can predict whether lung adenocarcinoma patient survival time is >3 years (accuracy=75%, AUC=0.81).

  tcga-luad geo bulk expression methylation

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.

  PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups

  Full-text index only

  Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity

  breast early-stage diffuse dlbcl gene

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 7 claims · 3 setups

  Has reproduction · 92

  The hEFS framework integrates data subsampling with multiple prognostic models (embedded and wrapper-based), aggregates feature rankings via a voting-theory-inspired approach, and selects the optimal feature subset via Pareto front optimization, eliminating user-defined thresholds.

  pancreatic pdac multi-omics gene monte

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 7 claims · 4 setups

  Has reproduction

  Immune-activation-related T-cell populations (APA, TRM, stem-like, early/late dysfunctional T-cells) are more heavily infiltrated in ICI-responsive malignancies (melanoma, bladder) than in poorly responsive ones (ovarian, pancreatic).

  melanoma bulk survival auroc

• Identification and validation of a metabolic-related gene risk model predicting the prognosis of lung, colon, and breast cancers.

  PMID 39779736 · PMC11711664 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 74

  540 DEGs overlap across breast, colorectal, and lung cancers out of 11,384 DEGs analyzed

  breast colorectal lung common microarray kegg protein-protein

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 8 setups

  Has reproduction · 72

  edgeR-based DEG selection is more appropriate for feature selection than Elastic Net when sample sizes are small.

  ffpe same nanostring tnbc nanostring immunohistochemistry differential

• Stemness genes and miR-1247-3p expression associate with clinicopathological parameters and prognosis in lung adenocarcinoma.

  PMID 37948380 · PMC10637681 · PloS one · 2023 · 6 claims · 7 setups

  Has reproduction · 90

  Three stem cell-related genes (ORC1L, KIF20A, DLGAP5) are differentially expressed in LUAD and correlate with altered immune infiltration and reduced patient survival.

  luad differentially bulk mirna-seq microarray

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

  Full-text index only

  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• Survival analysis with high-dimensional covariates.

  PMID 19654171 · PMC4806549 · Statistical methods in medical research · 2010 · 8 claims · 1 setups

  Full-text index only

  The classical Cox proportional hazards model cannot be fit when p >> n because the partial likelihood maximizer is not unique and the matrix X^T A X is singular in the IRLS procedure

  renal gene

• Intrinsic suppression of type I interferon production underlies the therapeutic efficacy of IL-15-producing natural killer cells in B-cell acute lymphoblastic leukemia.

  PMID 37217248 · PMC10231005 · Journal for immunotherapy of cancer · 2023 · 8 claims · 8 setups

  Has reproduction · 76

  High expression of IFN-I signaling/response genes predicts favorable clinical outcome (longer relapse-free survival) in B-ALL patients

  cog b-all eμ-myc crispra relapse-free flow mass

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

• Association of p53 gene mutations with short survival in pancreatic adenocarcinoma.

  PMID 7730141 · PMC5920762 · Japanese journal of cancer research : Gann · 1995 · 8 claims · 4 setups

  Full-text index only

  p53 gene mutations were detected in 16 of 37 (43%) pancreatic adenocarcinomas by SSCP and direct sequencing

  pancreatic single-strand direct univariate

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 6 claims · 7 setups

  Has reproduction · 85

  A nine-gene oxidative stress-related scoring (OSRS) model (AREG, CES1, CSTA, FDCSP, JCHAIN, IFFO2, PGLYRP4, SPOCK2, SPINK6) predicts overall survival in HNSCC.

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunotherapy

• Unravelling the hidden heterogeneities of diffuse large B-cell lymphoma based on coupled two-way clustering.

  PMID 17888167 · PMC2082044 · BMC genomics · 2007 · 8 claims · 6 setups

  Full-text index only

  A proposed coupled two-way clustering (CTWC/SPC) method combined with a GO-based functional concept consistency score can identify compact, robust gene subsets that define clinically meaningful DLBCL subtypes

  dlbcl identified microarray oligonucleotide coupled

• Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.

  PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 88

  APOBEC family genes are aberrantly expressed across cancers, with APOBEC3B the most consistently upregulated, and APOBEC3B/APOBEC3A are markedly altered in LUAD

  tcga tcga-luad geo beas-2b bulk somatic microarray