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).

• CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.

  PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 81

  Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL

  dlbcl ici-related degs ffpe estimate consensus differential

• Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.

  PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups

  Has reproduction · 84

  A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts

  tcga-brca triple-negative ffpe bulk univariate kaplan-meier

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.

  PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration

  luad normal bulk wgcna tumor

• Unveiling the immunometabolic landscape of colorectal cancer through PANoptosis-related gene expression.

  PMID 41601652 · PMC12832467 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 41

  PANoptosis-related genes show significant expression heterogeneity across CRC samples, with apoptosis-related genes comprising the largest proportion (87.4%)

  crc hct116 bulk bulk single-cell rt-qpcr

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Prostate cancer genomics: towards a new understanding.

  PMID 19104501 · PMC2721916 · Nature reviews. Genetics · 2009 · 8 claims · 8 setups

  Full-text index only

  Multiple GWAS have identified over a dozen replicated germline SNPs each associated with a modest increase in prostate cancer risk

  germline families african-american combined genome-wide linkage admixture

• Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data.

  PMID 17910767 · PMC2148068 · BMC bioinformatics · 2007 · 8 claims · 4 setups

  Full-text index only

  Different CNV analysis software packages produce highly variable numbers and types of candidate CNVs from the same data

  normalized individuals subset same affymetrix fluorescent snp

• DNA sequencing of a cytogenetically normal acute myeloid leukaemia genome.

  PMID 18987736 · PMC2603574 · Nature · 2008 · 8 claims · 8 setups

  Full-text index only

  Whole genome sequencing can identify unbiased, novel somatic mutations in a cytogenetically normal AML genome that would not have been found by candidate-gene resequencing.

  aml tumor novo additional genome snp comparative

• Limited copy number-high resolution melting (LCN-HRM) enables the detection and identification by sequencing of low level mutations in cancer biopsies.

  PMID 19811662 · PMC2766370 · Molecular cancer · 2009 · 7 claims · 6 setups

  Full-text index only

  LCN-HRM enables detection and sequencing-based characterisation of low-level mutations that are undetectable by direct sequencing alone

  hct116 ffpe genomic tx84 dideoxynucleotide high lcn-hrm

• SiDCoN: a tool to aid scoring of DNA copy number changes in SNP chip data.

  PMID 17971856 · PMC2034603 · PloS one · 2007 · 8 claims · 3 setups

  Full-text index only

  SiDCoN is a spreadsheet-based application that simulates Ballele and logR plots for all known types of DNA copy number change, with or without stromal contamination, for up to 5000 SNP data points and up to 3 combined aberrations

  sidcon real mixtures snp re-analysis

• M6A-mediated molecular patterns and tumor microenvironment infiltration characterization in nasopharyngeal carcinoma.

  PMID 38532632 · PMC10978033 · Cancer biology & therapy · 2024 · 8 claims · 8 setups

  Has reproduction · 76

  NPC patients can be divided into two distinct m6A-related molecular subclasses based on prognostic m6A regulator expression

  npc gse102349 clinical expression ssgsea cibersort

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Identification of a novel 10 immune-related genes signature as a prognostic biomarker panel for gastric cancer.

  PMID 34382341 · PMC8446556 · Cancer medicine · 2021 · 8 claims · 8 setups

  Has reproduction

  A 10-IRG prognostic signature (BMPR1B, GHR, IL11RA, INHBB, NPR3, OBP2A, PTN, R3HDML, TAC1, TPM2) predicts overall survival in gastric cancer.

  gastric tcga-stad overlapping candidate microarray gene rna-seq

• Machine Learning-Based Integrated Analysis of PANoptosis Patterns in Acute Myeloid Leukemia Reveals a Signature Predicting Survival and Immunotherapy.

  PMID 38322112 · PMC10846924 · International journal of clinical practice · 2024 · 8 claims · 8 setups

  Has reproduction · 71

  AML cases can be categorized into two distinct PANRG (PANoptosis-related gene) clusters with differentially expressed prognostic genes (PRDEGs)

  aml hovon cancer tcga bulk consensus machine

• Highly cost-efficient genome-wide association studies using DNA pools and dense SNP arrays.

  PMID 18276640 · PMC2346606 · Nucleic acids research · 2008 · 8 claims · 5 setups

  Full-text index only

  Illumina HumanHap300 arrays are substantially more efficient than Affymetrix Genechip HindIII arrays for DNA-pooling based GWAS

  pools same publicly simulated pooling individual simulation

• Serum S100A6 concentration predicts peritoneal tumor burden in mice with epithelial ovarian cancer and is associated with advanced stage in patients.

  PMID 19888321 · PMC2765613 · PloS one · 2009 · 8 claims · 8 setups

  Full-text index only

  Serum S100A6 concentration correlates with peritoneal tumor burden in a mouse OVCA xenograft model, based on inverse regression calibration against bioluminescent imaging data.

  serum skov-3 pooled ovca lc-ms antigen whole-animal

• SMAC, a computational system to link literature, biomedical and expression data.

  PMID 31324861 · PMC6642118 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  SMAC is a tool that extracts, prioritises, integrates and analyses biomedical and molecular data according to user-defined terms

  pubmed invasive geo genes semantic computational gene

• Assessing individual differences in genome-wide gene expression in human whole blood: reliability over four hours and stability over 10 months.

  PMID 19653838 · PMC3819565 · Twin research and human genetics : the official journal of the International Society for Twin Studies · 2009 · 8 claims · 5 setups

  Full-text index only

  A subset of probesets (3,414) shows 4-hour test-retest reliability exceeding r=0.70 for detecting individual differences in gene expression.

  blood edta reliably genome-wide twin sub-type