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).

• Liver-specific paraoxonase-1 alleviates regulatory T cell-driven immunosuppression via metabolic reprogramming in hepatocellular carcinoma.

  PMID 41387425 · PMC12701056 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 66

  PON1 expression is downregulated in HCC tumor tissue and low PON1 is associated with worse prognosis

  hcc paired hepa1-6 pon1-nc bioinformatic immunohistochemistry orthotopic

• 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

• 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

• Distinct lncRNA transcriptional fingerprints characterize progressive stages of multiple myeloma.

  PMID 26895470 · PMC4924754 · Oncotarget · 2016 · 8 claims · 8 setups

  Has reproduction · 36

  160 lncRNAs are differentially expressed between normal plasma cells and MGUS, SMM, MM, or PCL patients, with 31 lncRNAs shared across at least three comparisons

  bone gene plasma normal microarray custom unsupervised

• Allelotype of squamous cell carcinoma of the head and neck: fractional allele loss correlates with survival.

  PMID 7577465 · PMC2033926 · British journal of cancer · 1995 · 7 claims · 4 setups

  Full-text index only

  Allelic imbalance/LOH occurs most frequently on chromosome arms 3p, 9p, 17p and 18q (>45% LOH) in SCCHN

  scchn subset microsatellite fractional survival

• Identification and analysis of genes associated with epithelial ovarian cancer by integrated bioinformatics methods.

  PMID 34143800 · PMC8213194 · PloS one · 2021 · 8 claims · 7 setups

  Has reproduction · 75

  306 overlapping DEGs (265 up-regulated, 41 down-regulated) were identified from three independent GEO microarray datasets comparing EOC and adjacent normal ovarian tissue

  eoc analysis overlapping pubmed microarray kegg protein-protein

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 35

  ZBTB38 mRNA expression is significantly lower in prostate cancer than in normal/benign prostate tissue, and further reduced in metastatic versus localised tumours

  localised tcga taylor metastatic microarray rna-sequencing clinico-pathological

• DNA demethylation is associated with malignant progression of lower-grade gliomas.

  PMID 30760837 · PMC6374451 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction

  Nearly half of IDH-mutant glioblastomas that progressed from lower-grade gliomas show characteristic partial DNA demethylation in previously methylated (G-CIMP) genomic regions of their initial tumor.

  gliomas neural analysis tcga methylation whole-exome sequencing

• AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.

  PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups

  Has reproduction · 84

  An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures

  gene keratinocyte-derived ffpe spt6-depleted boolean rna-seq immunohistochemistry

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• Inference of Subpathway Activity Profiles Reveals Metabolism Abnormal Subpathway Regions in Glioblastoma Multiforme.

  PMID 33072547 · PMC7533644 · Frontiers in oncology · 2020 · 8 claims · 7 setups

  Has reproduction · 89

  A GSVA-based method for constructing a metabolic subpathway activity score matrix accurately identifies abnormal GBM metabolic targets

  metabolic gbm tcga u87-mg k-clique gsva-based survival

• Single-cell multiomics analysis of chronic myeloid leukemia links cellular heterogeneity to therapy response.

  PMID 39503729 · PMC11540304 · eLife · 2024 · 8 claims · 5 setups

  Has reproduction · 75

  CITE-seq multiomics reveals that each CML patient harbors a unique composition of stem and progenitor cells at diagnosis

  lin-cd34+ cml cite-seq facs differential

• Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.

  PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups

  Full-text index only

  A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.

  lsl-krasg12d soft combined mfh microarray gene oncogenic

• pmid-41578372

  PMID 41578372 · PMC12911049 · 8 claims · 8 setups

  Full-text index only

  48 tumor-specific sex-biased (TSSB) microRNAs were identified in bladder cancer, mostly located on autosomes rather than sex chromosomes

  tcga tssb blca mirna-seq bulk kegg

• 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

• Fast, accurate, and racially unbiased pan-cancer tumor-only variant calling with tabular machine learning.

  PMID 36611079 · PMC9825621 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction

  Tree-based (XGBoost, LightGBM) and deep-learning (TabNet) tabular ML classifiers achieve state-of-the-art somatic vs germline classification in tumor-only WES samples, outperforming PureCN.

  tcga same metastatic tumor-only whole-exome wes copy-number

• CCL genes in multiple sclerosis and systemic lupus erythematosus.

  PMID 18602166 · PMC5301077 · Journal of neuroimmunology · 2008 · 7 claims · 5 setups

  Full-text index only

  Previously suggested borderline CCL marker/haplotype associations with MS are rejected after Bonferroni correction for multiple testing

  genomic patients 17q11.2-q12 buccal snp linkage hardy-weinberg

• Structure of protein interaction networks and their implications on drug design.

  PMID 19876376 · PMC2760708 · PLoS computational biology · 2009 · 8 claims · 6 setups

  Full-text index only

  Budding yeast and human PINs are scale-rich and configured as highly optimized tolerance (HOT) networks similar to Internet router-level topology, rather than scale-free networks formed by preferential attachment.

  budding pin yeast protein-protein graph-theoretic gene

• MicroRNA profiling of BRCA1/2 mutation-carrying and non-mutation-carrying high-grade serous carcinomas of ovary.

  PMID 19798417 · PMC2749450 · PloS one · 2009 · 7 claims · 7 setups

  Full-text index only

  High grade serous carcinomas with and without BRCA1/2 abnormalities show very similar miRNA expression profiles, with no clear clustering separation by BRCA1/2 status

  high ovarian mir-29a mirna unsupervised significance

• Genetic alterations in the coding region of the bak gene in uterine cervical carcinoma.

  PMID 12771926 · PMC2377111 · British journal of cancer · 2003 · 8 claims · 3 setups

  Full-text index only

  A significant frequency of mutations (six missense, one silent) was found in the coding region of the bak gene (exons 3, 4, 6) in uterine cervical carcinoma

  uterine non-neoplastic stage pcr-sscp clinical