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).

• Molecular helminthology in the Rockies. Keystone Symposium on Molecular Helminthology, Copper Mountain, Colorado, USA, 9-13 April 2005.

  PMID 15998458 · PMC1175981 · Genome biology · 2005 · 8 claims · 8 setups

  Full-text index only

  The Schistosoma mansoni genome (~300 Mb) is nearing completion via whole-genome shotgun sequencing at ninefold coverage, with an estimated 15,000-20,000 protein-coding genes

  schistosoma brugia ancylostoma echinococcus whole-genome interference transgenesis

• 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

• 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

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

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• 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

• 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

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• 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

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• 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

• A data-driven estimation of the ribosome drop-off rate in S. cerevisiae reveals a correlation with the genes length.

  PMID 38638702 · PMC11025885 · NAR genomics and bioinformatics · 2024 · 8 claims · 7 setups

  Has reproduction · 98

  Ribosome drop-off events occur at a significant rate in S. cerevisiae cultured in standard conditions

  cerevisiae ribo-seq ribosome rna-seq read

• Prospects of telomere-to-telomere assembly in barley: Analysis of sequence gaps in the MorexV3 reference genome.

  PMID 35338551 · PMC9241371 · Plant biotechnology journal · 2022 · 7 claims · 8 setups

  Has reproduction · 71

  Almost all centromeric sequences and 45S ribosomal DNA repeat arrays are absent from the MorexV3 pseudomolecules

  barley optical chip-seq k-mer

• A whole genome duplication drives the genome evolution of Phytophthora betacei, a closely related species to Phytophthora infestans.

  PMID 34740326 · PMC8571832 · BMC genomics · 2021 · 8 claims · 7 setups

  Has reproduction · 95

  P. betacei P8084 has the largest sequenced genome in the Phytophthora genus (270 Mb)

  betacei predicted genome k-mer busco

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Genetic polyploid phasing from low-depth progeny samples.

  PMID 35692633 · PMC9184567 · iScience · 2022 · 8 claims · 7 setups

  Has reproduction · 73

  WH-PPG phases polyploid parental samples by scoring informative variant pairs with a Bayesian log-likelihood model of progeny allele depths, clustering alleles by co-occurrence likelihood, and assigning clusters to haplotypes via interval scheduling

  solanum illumina pacbio wh-ppg

• High frequency of deletions at the hypoxanthine-guanine phosphoribosyltransferase locus in an ataxia-telangiectasia lymphoblastoid cell line irradiated with gamma-rays.

  PMID 11714443 · PMC5926665 · Japanese journal of cancer research : Gann · 2001 · 7 claims · 5 setups

  Full-text index only

  A high proportion (12/15, 80%) of gamma-ray-induced HPRT-deficient mutants in A-T (GM2783) cells are deletions

  gm2783 mutant multiplex pcr long

• The truth about mouse, human, worms and yeast.

  PMID 15601543 · PMC3525071 · Human genomics · 2004 · 8 claims · 8 setups

  Full-text index only

  Comparing genomes in pairs or larger sets (mouse-human, C. elegans-C. briggsae, multiple Saccharomyces, human-pufferfish, etc.) reveals unsuspected genes and helps eliminate false-positive gene predictions

  mouse-human homo tetraodon region comparative est cross-species